René's URL Explorer Experiment


Title: Python - from None to AI — Python - from None to AI

Mail addresses
matt@python3.info
matt@python3.info

direct link

Domain: www.python3.info

Links:

Python - from None to AI https://www.python3.info
Licensehttps://www.python3.info/LICENSE.html
Installhttps://www.python3.info/install.html
Python Versionshttps://www.python3.info/about/versions.html
Python Historyhttps://www.python3.info/about/history.html
Linkshttps://www.python3.info/about/links.html
Referenceshttps://www.python3.info/about/references.html
1. Abouthttps://www.python3.info/basics/index.html
2. Introductionhttps://www.python3.info/basics/index.html#introduction
3. Syntaxhttps://www.python3.info/basics/index.html#syntax
4. Numerichttps://www.python3.info/basics/index.html#numeric
5. Logichttps://www.python3.info/basics/index.html#logic
6. Stringshttps://www.python3.info/basics/index.html#strings
7. Iterableshttps://www.python3.info/basics/index.html#iterables
8. Mappingshttps://www.python3.info/basics/index.html#mappings
9. Nestedhttps://www.python3.info/basics/index.html#nested
10. Unpackhttps://www.python3.info/basics/index.html#unpack
11. Conditionalhttps://www.python3.info/basics/index.html#conditional
12. Whilehttps://www.python3.info/basics/index.html#while
13. Forhttps://www.python3.info/basics/index.html#for
14. Comprehensionshttps://www.python3.info/basics/index.html#comprehensions
15. Fileshttps://www.python3.info/basics/index.html#files
16. Functionshttps://www.python3.info/basics/index.html#functions
17. Exceptionshttps://www.python3.info/basics/index.html#exceptions
18. Idiomhttps://www.python3.info/basics/index.html#idiom
19. OOPhttps://www.python3.info/basics/index.html#oop
20. Moduleshttps://www.python3.info/basics/index.html#modules
21. Recaphttps://www.python3.info/basics/index.html#recap
1. Abouthttps://www.python3.info/intermediate/index.html
2. Stringhttps://www.python3.info/intermediate/index.html#string
3. Syntaxhttps://www.python3.info/intermediate/index.html#syntax
4. Starhttps://www.python3.info/intermediate/index.html#star
5. Enumhttps://www.python3.info/intermediate/index.html#enum
6. Matchhttps://www.python3.info/intermediate/index.html#match
7. Regexhttps://www.python3.info/intermediate/index.html#regex
8. Datetimehttps://www.python3.info/intermediate/index.html#datetime
9. Generatorshttps://www.python3.info/intermediate/index.html#generators
10. Iteratorhttps://www.python3.info/intermediate/index.html#iterator
11. Serializationhttps://www.python3.info/intermediate/index.html#serialization
12. Picklehttps://www.python3.info/intermediate/index.html#pickle
13. TOMLhttps://www.python3.info/intermediate/index.html#toml
14. CSVhttps://www.python3.info/intermediate/index.html#csv
15. JSONhttps://www.python3.info/intermediate/index.html#json
16. Pathlibhttps://www.python3.info/intermediate/index.html#pathlib
17. Logginghttps://www.python3.info/intermediate/index.html#logging
18. Moduleshttps://www.python3.info/intermediate/index.html#modules
19. Typinghttps://www.python3.info/intermediate/index.html#typing
20. OOP Dataclasshttps://www.python3.info/intermediate/index.html#oop-dataclass
1. Abouthttps://www.python3.info/advanced/index.html
2. Syntaxhttps://www.python3.info/advanced/index.html#syntax
3. OOP Paradigmhttps://www.python3.info/advanced/index.html#oop-paradigm
4. OOP Inheritancehttps://www.python3.info/advanced/index.html#oop-inheritance
5. OOP Polymorphismhttps://www.python3.info/advanced/index.html#oop-polymorphism
6. OOP Encapsulationhttps://www.python3.info/advanced/index.html#oop-encapsulation
7. OOP Metaprogramminghttps://www.python3.info/advanced/index.html#oop-metaprogramming
8. OOP Operatorhttps://www.python3.info/advanced/index.html#oop-operator
9. FP Paradigmhttps://www.python3.info/advanced/index.html#fp-paradigm
10. FP Applyhttps://www.python3.info/advanced/index.html#fp-apply
11. Decoratorshttps://www.python3.info/advanced/index.html#decorators
12. Async Paradigmhttps://www.python3.info/advanced/index.html#async-paradigm
13. Async AsyncIOhttps://www.python3.info/advanced/index.html#async-asyncio
1. Abouthttps://www.python3.info/performance/index.html
2. Introductionhttps://www.python3.info/performance/index.html#introduction
3. Transpilationhttps://www.python3.info/performance/index.html#transpilation
4. Optimizationhttps://www.python3.info/performance/index.html#optimization
5. Profilinghttps://www.python3.info/performance/index.html#profiling
6. Case Studyhttps://www.python3.info/performance/index.html#case-study
7. Threadinghttps://www.python3.info/performance/index.html#threading
8. Multiprocessinghttps://www.python3.info/performance/index.html#multiprocessing
9. Extensionshttps://www.python3.info/performance/index.html#extensions
1. Abouthttps://www.python3.info/testing/index.html
2. Introductionhttps://www.python3.info/testing/index.html#introduction
3. Randomhttps://www.python3.info/testing/index.html#random
4. Syntaxhttps://www.python3.info/testing/index.html#syntax
5. Doctesthttps://www.python3.info/testing/index.html#doctest
6. Unittesthttps://www.python3.info/testing/index.html#unittest
7. Recaphttps://www.python3.info/testing/index.html#recap
1. Abouthttps://www.python3.info/ci-cd/index.html
2. DevToolshttps://www.python3.info/ci-cd/index.html#devtools
3. Distributehttps://www.python3.info/ci-cd/index.html#distribute
4. Linthttps://www.python3.info/ci-cd/index.html#lint
5. Qualityhttps://www.python3.info/ci-cd/index.html#quality
6. Securityhttps://www.python3.info/ci-cd/index.html#security
1. Abouthttps://www.python3.info/devops/index.html
2. Qualityhttps://www.python3.info/devops/index.html#quality
3. Testshttps://www.python3.info/devops/index.html#tests
4. Debugginghttps://www.python3.info/devops/index.html#debugging
1. Abouthttps://www.python3.info/database/index.html
2. Theoryhttps://www.python3.info/database/index.html#theory
3. ORMhttps://www.python3.info/database/index.html#orm
4. Normalizationhttps://www.python3.info/database/index.html#normalization
5. NoSQLhttps://www.python3.info/database/index.html#nosql
6. SQLhttps://www.python3.info/database/index.html#sql
7. SQLite3https://www.python3.info/database/index.html#sqlite3
8. SQLAlchemyhttps://www.python3.info/database/index.html#sqlalchemy
9. Case Studyhttps://www.python3.info/database/index.html#case-study
1. Abouthttps://www.python3.info/design-patterns/index.html
2. Introductionhttps://www.python3.info/design-patterns/index.html#introduction
3. UMLhttps://www.python3.info/design-patterns/index.html#uml
4. Creationalhttps://www.python3.info/design-patterns/index.html#creational
5. Behavioralhttps://www.python3.info/design-patterns/index.html#behavioral
6. Structuralhttps://www.python3.info/design-patterns/index.html#structural
7. Functionalhttps://www.python3.info/design-patterns/index.html#functional
1. Abouthttps://www.python3.info/numpy/index.html
2. Introductionhttps://www.python3.info/numpy/index.html#introduction
3. Arrayhttps://www.python3.info/numpy/index.html#array
4. Attributeshttps://www.python3.info/numpy/index.html#attributes
5. Randomhttps://www.python3.info/numpy/index.html#random
6. Indexinghttps://www.python3.info/numpy/index.html#indexing
7. Operationshttps://www.python3.info/numpy/index.html#operations
8. Methodshttps://www.python3.info/numpy/index.html#methods
9. Statisticshttps://www.python3.info/numpy/index.html#statistics
10. Mathhttps://www.python3.info/numpy/index.html#math
11. Polynomialhttps://www.python3.info/numpy/index.html#polynomial
1. Abouthttps://www.python3.info/pandas/index.html
2. Introductionhttps://www.python3.info/pandas/index.html#introduction
3. Readhttps://www.python3.info/pandas/index.html#read
4. Tohttps://www.python3.info/pandas/index.html#to
5. Serieshttps://www.python3.info/pandas/index.html#series
6. DataFramehttps://www.python3.info/pandas/index.html#dataframe
7. Datehttps://www.python3.info/pandas/index.html#date
8. Case Studyhttps://www.python3.info/pandas/index.html#case-study
1. Abouthttps://www.python3.info/matplotlib/index.html
2. Introductionhttps://www.python3.info/matplotlib/index.html#introduction
3. Figurehttps://www.python3.info/matplotlib/index.html#figure
4. Stylehttps://www.python3.info/matplotlib/index.html#style
5. Charthttps://www.python3.info/matplotlib/index.html#chart
6. Case Studyhttps://www.python3.info/matplotlib/index.html#case-study
1. Moduleshttps://www.python3.info/stdlib/index.html
2. Collectionshttps://www.python3.info/stdlib/index.html#collections
3. Mathhttps://www.python3.info/stdlib/index.html#math
4. Localehttps://www.python3.info/stdlib/index.html#locale
5. XMLhttps://www.python3.info/stdlib/index.html#xml
6. Operating Systemhttps://www.python3.info/stdlib/index.html#operating-system
7. Stringhttps://www.python3.info/stdlib/index.html#string
8. Builtinhttps://www.python3.info/stdlib/index.html#builtin
9. Typehttps://www.python3.info/stdlib/index.html#type
10. Loophttps://www.python3.info/stdlib/index.html#loop
11. TkInterhttps://www.python3.info/stdlib/index.html#tkinter
1. Abouthttps://www.python3.info/network/index.html
2. Protocolhttps://www.python3.info/network/index.html#protocol
3. Webhttps://www.python3.info/network/index.html#web
4. Transporthttps://www.python3.info/network/index.html#transport
5. Case Studyhttps://www.python3.info/network/index.html#case-study
1. Abouthttps://www.python3.info/webapp/index.html
2. HTTPhttps://www.python3.info/webapp/index.html#http
3. RESThttps://www.python3.info/webapp/index.html#rest
4. Architecturehttps://www.python3.info/webapp/index.html#architecture
5. Authhttps://www.python3.info/webapp/index.html#auth
1. Abouthttps://www.python3.info/django/index.html
2. Introductionhttps://www.python3.info/django/index.html#introduction
3. Setuphttps://www.python3.info/django/index.html#setup
4. Settingshttps://www.python3.info/django/index.html#settings
5. Modelshttps://www.python3.info/django/index.html#models
6. Datahttps://www.python3.info/django/index.html#data
7. Adminhttps://www.python3.info/django/index.html#admin
8. ORMhttps://www.python3.info/django/index.html#orm
9. Viewshttps://www.python3.info/django/index.html#views
10. Templateshttps://www.python3.info/django/index.html#templates
11. Templatetagshttps://www.python3.info/django/index.html#templatetags
12. Formshttps://www.python3.info/django/index.html#forms
13. Managehttps://www.python3.info/django/index.html#manage
14. Middlewarehttps://www.python3.info/django/index.html#middleware
15. Localehttps://www.python3.info/django/index.html#locale
16. Utilshttps://www.python3.info/django/index.html#utils
17. Authhttps://www.python3.info/django/index.html#auth
18. APIhttps://www.python3.info/django/index.html#api
19. Ninjahttps://www.python3.info/django/index.html#ninja
20. Testshttps://www.python3.info/django/index.html#tests
21. Appshttps://www.python3.info/django/index.html#apps
22. Deployhttps://www.python3.info/django/index.html#deploy
1. Abouthttps://www.python3.info/fastapi/index.html
2. Introductionhttps://www.python3.info/fastapi/index.html#introduction
3. FastAPIhttps://www.python3.info/fastapi/index.html#fastapi
4. Pydantichttps://www.python3.info/fastapi/index.html#pydantic
5. Databasehttps://www.python3.info/fastapi/index.html#database
6. Authhttps://www.python3.info/fastapi/index.html#auth
7. DevOpshttps://www.python3.info/fastapi/index.html#devops
8. Case Studyhttps://www.python3.info/fastapi/index.html#case-study
1. Abouthttps://www.python3.info/data-science/index.html
2. Jupyterhttps://www.python3.info/data-science/index.html#jupyter
3. Pythonhttps://www.python3.info/data-science/index.html#python
4. Visualizationhttps://www.python3.info/data-science/index.html#visualization
5. Scipyhttps://www.python3.info/data-science/index.html#scipy
6. Geopandashttps://www.python3.info/data-science/index.html#geopandas
1. Abouthttps://www.python3.info/machine-learning/index.html
2. Introductionhttps://www.python3.info/machine-learning/index.html#introduction
3. Sklearnhttps://www.python3.info/machine-learning/index.html#sklearn
4. Model Qualityhttps://www.python3.info/machine-learning/index.html#model-quality
5. Decision Treeshttps://www.python3.info/machine-learning/index.html#decision-trees
6. Regressionshttps://www.python3.info/machine-learning/index.html#regressions
7. K-Nearest Neighborshttps://www.python3.info/machine-learning/index.html#k-nearest-neighbors
8. Bayeshttps://www.python3.info/machine-learning/index.html#bayes
9. Support Vector Machineshttps://www.python3.info/machine-learning/index.html#support-vector-machines
10. Clusteringhttps://www.python3.info/machine-learning/index.html#clustering
11. Neural Networkshttps://www.python3.info/machine-learning/index.html#neural-networks
12. Referenceshttps://www.python3.info/machine-learning/index.html#references
13. Articleshttps://www.python3.info/machine-learning/index.html#articles
1. Abouthttps://www.python3.info/ai/index.html
2. Introductionhttps://www.python3.info/ai/index.html#introduction
1. Paradigmhttps://www.python3.info/oop/index.html
2. Pythonhttps://www.python3.info/oop/index.html#python
1. Englishhttps://www.python3.info/dragon/index.html
2. Polishhttps://www.python3.info/dragon/index.html#polish
3. ADRhttps://www.python3.info/dragon/index.html#adr
Python - from None to AIhttps://www.python3.info
https://www.python3.info
https://www.python3.info#python-from-none-to-ai
https://www.python3.infohttps://www.python3.info
https://www.python3.info/LICENSE.htmlhttps://www.python3.info/LICENSE.html
https://www.python3.info#trainings
List of training courseshttps://www.sages.pl/o-nas/zespol/matt-harasymczuk
https://www.python3.info#author
Abouthttps://www.astronaut.center/matt
Linkedinhttps://linkedin.com/in/mattharasymczuk
Facebookhttps://facebook.com/matt.harasymczuk
Githubhttps://github.com/astromatt
Learn more about Matthttps://www.astronaut.center/matt
Other books from the authorhttps://www.astronaut.center/books
https://www.python3.info#id1
Licensehttps://www.python3.info/LICENSE.html
Installhttps://www.python3.info/install.html
Python Versionshttps://www.python3.info/about/versions.html
Python Historyhttps://www.python3.info/about/history.html
Linkshttps://www.python3.info/about/links.html
Referenceshttps://www.python3.info/about/references.html
https://www.python3.info#basics
1. Abouthttps://www.python3.info/basics/index.html
1.1. About Installhttps://www.python3.info/basics/about/install/index.html
1.2. About Agendahttps://www.python3.info/basics/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/basics/about/tutorial.html
2. Introductionhttps://www.python3.info/basics/index.html#introduction
2.1. About IDEhttps://www.python3.info/basics/introduction/ide.html
2.2. About Languagehttps://www.python3.info/basics/introduction/language.html
3. Syntaxhttps://www.python3.info/basics/index.html#syntax
3.1. Syntax Identifiershttps://www.python3.info/basics/syntax/identifiers.html
3.2. Syntax Commentshttps://www.python3.info/basics/syntax/comments.html
3.3. Syntax Typeshttps://www.python3.info/basics/syntax/types.html
3.4. Syntax Printhttps://www.python3.info/basics/syntax/print.html
3.5. Syntax Operatorshttps://www.python3.info/basics/syntax/operators.html
3.6. Syntax Conventionhttps://www.python3.info/basics/syntax/convention.html
4. Numerichttps://www.python3.info/basics/index.html#numeric
4.1. Numeric Inthttps://www.python3.info/basics/type-numeric/int.html
4.2. Numeric Floathttps://www.python3.info/basics/type-numeric/float.html
4.3. Numeric Recaphttps://www.python3.info/basics/type-numeric/recap.html
5. Logichttps://www.python3.info/basics/index.html#logic
5.1. Logic Boolhttps://www.python3.info/basics/type-logic/bool.html
5.2. Logic Nonehttps://www.python3.info/basics/type-logic/none.html
6. Stringshttps://www.python3.info/basics/index.html#strings
6.1. String Strhttps://www.python3.info/basics/type-string/str.html
6.2. String Concatenationhttps://www.python3.info/basics/type-string/concatenation.html
6.3. String Inputhttps://www.python3.info/basics/type-string/input.html
6.4. String Methodshttps://www.python3.info/basics/type-string/transform.html
6.5. String Substitutehttps://www.python3.info/basics/type-string/substitute.html
6.6. String Converthttps://www.python3.info/basics/type-string/convert.html
6.7. String Checkhttps://www.python3.info/basics/type-string/check.html
6.8. String Methodshttps://www.python3.info/basics/type-string/methods.html
6.9. String Recaphttps://www.python3.info/basics/type-string/recap.html
7. Iterableshttps://www.python3.info/basics/index.html#iterables
7.1. Iterable Tuplehttps://www.python3.info/basics/type-iterable/tuple.html
7.2. Iterable Listhttps://www.python3.info/basics/type-iterable/list.html
7.3. Iterable Sethttps://www.python3.info/basics/type-iterable/set.html
7.4. Iterable Recaphttps://www.python3.info/basics/type-iterable/recap.html
8. Mappingshttps://www.python3.info/basics/index.html#mappings
8.1. Mapping Dicthttps://www.python3.info/basics/type-mapping/dict.html
8.2. Mapping Itemshttps://www.python3.info/basics/type-mapping/items.html
8.3. Mapping Getitemhttps://www.python3.info/basics/type-mapping/getitem.html
8.4. Mapping Setitemhttps://www.python3.info/basics/type-mapping/setitem.html
8.5. Mapping Delitemhttps://www.python3.info/basics/type-mapping/delitem.html
8.6. Mapping Recaphttps://www.python3.info/basics/type-mapping/recap.html
9. Nestedhttps://www.python3.info/basics/index.html#nested
9.1. Nested List of Listshttps://www.python3.info/basics/type-nested/list-list.html
9.2. Nested List of Tupleshttps://www.python3.info/basics/type-nested/list-tuple.html
9.3. Nested List of Dictshttps://www.python3.info/basics/type-nested/list-dict.html
9.4. Nested List of Manyhttps://www.python3.info/basics/type-nested/list-many.html
9.5. Nested Dict of Manyhttps://www.python3.info/basics/type-nested/dict-many.html
9.6. Nested Recaphttps://www.python3.info/basics/type-nested/recap.html
10. Unpackhttps://www.python3.info/basics/index.html#unpack
10.1. Unpack Getitemhttps://www.python3.info/basics/unpack/getitem.html
10.2. Unpack Slicehttps://www.python3.info/basics/unpack/slice.html
10.3. Unpack Assignmenthttps://www.python3.info/basics/unpack/assignment.html
10.4. Unpack Recaphttps://www.python3.info/basics/unpack/recap.html
11. Conditionalhttps://www.python3.info/basics/index.html#conditional
11.1. Conditional Logichttps://www.python3.info/basics/conditional/logic.html
11.2. Conditional Ifhttps://www.python3.info/basics/conditional/if.html
11.3. Conditional Elsehttps://www.python3.info/basics/conditional/else.html
11.4. Conditional Elifhttps://www.python3.info/basics/conditional/elif.html
11.5. Conditional Expressionhttps://www.python3.info/basics/conditional/expression.html
11.6. Conditional Recaphttps://www.python3.info/basics/conditional/recap.html
12. Whilehttps://www.python3.info/basics/index.html#while
12.1. While Abouthttps://www.python3.info/basics/loop-while/about.html
12.2. While Patternshttps://www.python3.info/basics/loop-while/patterns.html
12.3. While Breakhttps://www.python3.info/basics/loop-while/break.html
12.4. While Continuehttps://www.python3.info/basics/loop-while/continue.html
12.5. While Recaphttps://www.python3.info/basics/loop-while/recap.html
13. Forhttps://www.python3.info/basics/index.html#for
13.1. For Abouthttps://www.python3.info/basics/loop-for/about.html
13.2. For Nestedhttps://www.python3.info/basics/loop-for/nested.html
13.3. For Unpackhttps://www.python3.info/basics/loop-for/unpack.html
13.4. For Patternshttps://www.python3.info/basics/loop-for/patterns.html
13.5. For Dicthttps://www.python3.info/basics/loop-for/dict.html
13.6. For Recaphttps://www.python3.info/basics/loop-for/recap.html
14. Comprehensionshttps://www.python3.info/basics/index.html#comprehensions
14.1. Comprehension Abouthttps://www.python3.info/basics/comprehensions/about.html
14.2. Comprehension Typeshttps://www.python3.info/basics/comprehensions/types.html
14.3. Comprehension Slicehttps://www.python3.info/basics/comprehensions/slice.html
14.4. Comprehension Maphttps://www.python3.info/basics/comprehensions/map.html
14.5. Comprehension Filterhttps://www.python3.info/basics/comprehensions/filter.html
14.6. Comprehension Nestedhttps://www.python3.info/basics/comprehensions/nested.html
14.7. Comprehension Performancehttps://www.python3.info/basics/comprehensions/performance.html
15. Fileshttps://www.python3.info/basics/index.html#files
15.1. Files Pathhttps://www.python3.info/basics/files/path.html
15.2. Files Openhttps://www.python3.info/basics/files/open.html
15.3. Files Modeshttps://www.python3.info/basics/files/modes.html
15.4. Files Writehttps://www.python3.info/basics/files/write.html
15.5. Files Appendhttps://www.python3.info/basics/files/append.html
15.6. Files Readhttps://www.python3.info/basics/files/read.html
15.7. Files Binaryhttps://www.python3.info/basics/files/binary.html
15.8. Files Recaphttps://www.python3.info/basics/files/recap.html
16. Functionshttps://www.python3.info/basics/index.html#functions
16.1. Function Definitionhttps://www.python3.info/basics/function/definition.html
16.2. Function Returnhttps://www.python3.info/basics/function/return.html
16.3. Function Parametershttps://www.python3.info/basics/function/parameters.html
16.4. Function Argumentshttps://www.python3.info/basics/function/arguments.html
16.5. Function Scopehttps://www.python3.info/basics/function/scope.html
16.6. Function Recaphttps://www.python3.info/basics/function/recap.html
17. Exceptionshttps://www.python3.info/basics/index.html#exceptions
17.1. Exception Abouthttps://www.python3.info/basics/exception/about.html
17.2. Exception Raisehttps://www.python3.info/basics/exception/raise.html
17.3. Exception Excepthttps://www.python3.info/basics/exception/except.html
17.4. Exception Elsehttps://www.python3.info/basics/exception/else.html
17.5. Exception Finallyhttps://www.python3.info/basics/exception/finally.html
17.6. Exception Tracebackhttps://www.python3.info/basics/exception/traceback.html
17.7. Exception Recaphttps://www.python3.info/basics/exception/recap.html
18. Idiomhttps://www.python3.info/basics/index.html#idiom
18.1. Idiom Sumhttps://www.python3.info/basics/idiom/sum.html
18.2. Idiom Minhttps://www.python3.info/basics/idiom/min.html
18.3. Idiom Maxhttps://www.python3.info/basics/idiom/max.html
18.4. Idiom Anyhttps://www.python3.info/basics/idiom/any.html
18.5. Idiom Allhttps://www.python3.info/basics/idiom/all.html
18.6. Idiom Sortedhttps://www.python3.info/basics/idiom/sorted.html
18.7. Idiom Varshttps://www.python3.info/basics/idiom/vars.html
18.8. Idiom Dirhttps://www.python3.info/basics/idiom/dir.html
18.9. Idiom Recaphttps://www.python3.info/basics/idiom/recap.html
19. OOPhttps://www.python3.info/basics/index.html#oop
19.1. OOP Abouthttps://www.python3.info/basics/oop/about.html
19.2. OOP Classhttps://www.python3.info/basics/oop/class.html
19.3. OOP Instancehttps://www.python3.info/basics/oop/instance.html
19.4. OOP Methodhttps://www.python3.info/basics/oop/method.html
19.5. OOP Fieldhttps://www.python3.info/basics/oop/field.html
19.6. OOP Inithttps://www.python3.info/basics/oop/init.html
19.7. OOP Statehttps://www.python3.info/basics/oop/state.html
19.8. OOP Strhttps://www.python3.info/basics/oop/str.html
19.9. OOP Reprhttps://www.python3.info/basics/oop/repr.html
19.10. OOP Inheritancehttps://www.python3.info/basics/oop/inheritance.html
19.11. OOP Overridehttps://www.python3.info/basics/oop/override.html
19.12. OOP UMLhttps://www.python3.info/basics/oop/uml.html
19.13. OOP Recaphttps://www.python3.info/basics/oop/recap.html
20. Moduleshttps://www.python3.info/basics/index.html#modules
20.1. Modules Stdlibhttps://www.python3.info/basics/modules/stdlib.html
20.2. Modules Installhttps://www.python3.info/basics/modules/install.html
20.3. Modules Importhttps://www.python3.info/basics/modules/import.html
21. Recaphttps://www.python3.info/basics/index.html#recap
21.1. Recap Abouthttps://www.python3.info/basics/recap/about.html
21.2. Recap Projecthttps://www.python3.info/basics/recap/project.html
https://www.python3.info#intermediate
1. Abouthttps://www.python3.info/intermediate/index.html
1.1. About Installhttps://www.python3.info/intermediate/about/install/index.html
1.2. About Agendahttps://www.python3.info/intermediate/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/intermediate/about/tutorial.html
2. Stringhttps://www.python3.info/intermediate/index.html#string
2.1. String Pprinthttps://www.python3.info/intermediate/string/pprint.html
2.2. Syntax Literalshttps://www.python3.info/intermediate/string/literals.html
2.3. String Stringhttps://www.python3.info/intermediate/string/string.html
2.4. String Escape Charactershttps://www.python3.info/intermediate/string/escape.html
2.5. String Interpolationhttps://www.python3.info/intermediate/string/interpolation.html
2.6. String Interpolationhttps://www.python3.info/intermediate/string/formatting.html
2.7. Locale Encodinghttps://www.python3.info/intermediate/string/encoding.html
3. Syntaxhttps://www.python3.info/intermediate/index.html#syntax
3.1. Syntax Underscorehttps://www.python3.info/intermediate/syntax/underscore.html
4. Starhttps://www.python3.info/intermediate/index.html#star
4.1. Star Assignmenthttps://www.python3.info/intermediate/star/assignment.html
4.2. Star Signaturehttps://www.python3.info/intermediate/star/signature.html
4.3. Star Parametershttps://www.python3.info/intermediate/star/parameters.html
4.4. Star Argumentshttps://www.python3.info/intermediate/star/arguments.html
4.5. Star Recaphttps://www.python3.info/intermediate/star/recap.html
5. Enumhttps://www.python3.info/intermediate/index.html#enum
5.1. Enum Abouthttps://www.python3.info/intermediate/enum/about.html
5.2. Enum IntEnumhttps://www.python3.info/intermediate/enum/types.html
5.3. Enum Autohttps://www.python3.info/intermediate/enum/auto.html
5.4. Enum Verifyhttps://www.python3.info/intermediate/enum/verify.html
5.5. Enum Built-inhttps://www.python3.info/intermediate/enum/builtin.html
5.6. Enum Recaphttps://www.python3.info/intermediate/enum/recap.html
6. Matchhttps://www.python3.info/intermediate/index.html#match
6.1. Match Abouthttps://www.python3.info/intermediate/match/about.html
6.2. Match Literalhttps://www.python3.info/intermediate/match/pattern-literal.html
6.3. Match Orhttps://www.python3.info/intermediate/match/pattern-or.html
6.4. Match Wildcardhttps://www.python3.info/intermediate/match/pattern-wildcard.html
6.5. Match Capturehttps://www.python3.info/intermediate/match/pattern-capture.html
6.6. Match Constanthttps://www.python3.info/intermediate/match/pattern-constant.html
6.7. Match Sequencehttps://www.python3.info/intermediate/match/pattern-sequence.html
6.8. Match Mappinghttps://www.python3.info/intermediate/match/pattern-mapping.html
6.9. Match Classhttps://www.python3.info/intermediate/match/pattern-class.html
6.10. Match Guardhttps://www.python3.info/intermediate/match/guard.html
6.11. Match Subpatternhttps://www.python3.info/intermediate/match/subpattern.html
7. Regexhttps://www.python3.info/intermediate/index.html#regex
7.1. Regex Abouthttps://www.python3.info/intermediate/regex/about.html
7.2. Regex Literal Characterhttps://www.python3.info/intermediate/regex/literal-character.html
7.3. Regex Literal Alternativehttps://www.python3.info/intermediate/regex/literal-alternative.html
7.4. Regex Literal Enumerationhttps://www.python3.info/intermediate/regex/literal-enumeration.html
7.5. Regex Literal Rangehttps://www.python3.info/intermediate/regex/literal-range.html
7.6. Regex Anchor Dothttps://www.python3.info/intermediate/regex/anchor-dot.html
7.7. Regex Anchor Linehttps://www.python3.info/intermediate/regex/anchor-line.html
7.8. Regex Anchor Negationhttps://www.python3.info/intermediate/regex/anchor-negation.html
7.9. Regex Category Digithttps://www.python3.info/intermediate/regex/category-digit.html
7.10. Regex Category Spacehttps://www.python3.info/intermediate/regex/category-space.html
7.11. Regex Category Boundaryhttps://www.python3.info/intermediate/regex/category-boundary.html
7.12. Regex Category Wordhttps://www.python3.info/intermediate/regex/category-word.html
7.13. Regex Quantifier Exacthttps://www.python3.info/intermediate/regex/quantifier-exact.html
7.14. Regex Quantifier Greedyhttps://www.python3.info/intermediate/regex/quantifier-greedy.html
7.15. Regex Quantifier Lazyhttps://www.python3.info/intermediate/regex/quantifier-lazy.html
7.16. Regex Quantifier Shorthandhttps://www.python3.info/intermediate/regex/quantifier-shorthand.html
7.17. Regex Positional Grouphttps://www.python3.info/intermediate/regex/group-positional.html
7.18. Regex Named Grouphttps://www.python3.info/intermediate/regex/group-named.html
7.19. Regex Non-Capturing Grouphttps://www.python3.info/intermediate/regex/group-noncapturing.html
7.20. Regex Group Referencehttps://www.python3.info/intermediate/regex/group-reference.html
7.21. Regex Group Lookhttps://www.python3.info/intermediate/regex/group-look.html
7.22. Regex Atomic Grouphttps://www.python3.info/intermediate/regex/group-atomic.html
7.23. Regex Flavorshttps://www.python3.info/intermediate/regex/flavors.html
7.24. Regex Recaphttps://www.python3.info/intermediate/regex/recap.html
7.25. Regex RE Findallhttps://www.python3.info/intermediate/regex/re-findall.html
7.26. Regex RE Finditerhttps://www.python3.info/intermediate/regex/re-finditer.html
7.27. Regex RE Searchhttps://www.python3.info/intermediate/regex/re-search.html
7.28. Regex RE Matchhttps://www.python3.info/intermediate/regex/re-match.html
7.29. Regex RE Compilehttps://www.python3.info/intermediate/regex/re-compile.html
7.30. Regex RE Substitutehttps://www.python3.info/intermediate/regex/re-sub.html
7.31. Regex RE Splithttps://www.python3.info/intermediate/regex/re-split.html
7.32. Regex RE Flaghttps://www.python3.info/intermediate/regex/re-flag.html
7.33. Regex Case Studyhttps://www.python3.info/intermediate/regex/casestudy.html
7.34. Regex Cheatsheethttps://www.python3.info/intermediate/regex/cheatsheet.html
8. Datetimehttps://www.python3.info/intermediate/index.html#datetime
8.1. Datetime Datehttps://www.python3.info/intermediate/datetime/date.html
8.2. Datetime Timehttps://www.python3.info/intermediate/datetime/time.html
8.3. Datetime Createhttps://www.python3.info/intermediate/datetime/datetime.html
8.4. Datetime Currenthttps://www.python3.info/intermediate/datetime/current.html
8.5. Datetime ISO-8601https://www.python3.info/intermediate/datetime/iso.html
8.6. Datetime Standardshttps://www.python3.info/intermediate/datetime/standards.html
8.7. Datetime Directiveshttps://www.python3.info/intermediate/datetime/directives.html
8.8. Datetime Formathttps://www.python3.info/intermediate/datetime/format.html
8.9. Datetime Parsehttps://www.python3.info/intermediate/datetime/parse.html
8.10. Datetime Timedeltahttps://www.python3.info/intermediate/datetime/timedelta.html
8.11. Datetime Timestamphttps://www.python3.info/intermediate/datetime/timestamp.html
8.12. Datetime Time Utilshttps://www.python3.info/intermediate/datetime/utils.html
8.13. Datetime Timezonehttps://www.python3.info/intermediate/datetime/timezones.html
8.14. Datetime Tzdatahttps://www.python3.info/intermediate/datetime/tzdata.html
8.15. Datetime Cheatsheethttps://www.python3.info/intermediate/datetime/cheatsheet.html
8.16. Datetime Recaphttps://www.python3.info/intermediate/datetime/recap.html
9. Generatorshttps://www.python3.info/intermediate/index.html#generators
9.1. Generator Abouthttps://www.python3.info/intermediate/generator/about.html
9.2. Generator Expressionhttps://www.python3.info/intermediate/generator/expression.html
9.3. Generator Yieldhttps://www.python3.info/intermediate/generator/yield.html
9.4. Generator Inspecthttps://www.python3.info/intermediate/generator/inspect.html
9.5. Generator Yield Fromhttps://www.python3.info/intermediate/generator/yield-from.html
9.6. Generator Sendhttps://www.python3.info/intermediate/generator/send.html
10. Iteratorhttps://www.python3.info/intermediate/index.html#iterator
10.1. Iterator Abouthttps://www.python3.info/intermediate/iterator/about.html
10.2. Iterator Rangehttps://www.python3.info/intermediate/iterator/range.html
10.3. Iterator Reversedhttps://www.python3.info/intermediate/iterator/reversed.html
10.4. Iterator Enumeratehttps://www.python3.info/intermediate/iterator/enumerate.html
10.5. Iterator Ziphttps://www.python3.info/intermediate/iterator/zip.html
10.6. Iterator Chainhttps://www.python3.info/intermediate/iterator/chain.html
10.7. Iterator Permutationshttps://www.python3.info/intermediate/iterator/permutations.html
10.8. Iterator Producthttps://www.python3.info/intermediate/iterator/product.html
10.9. Iterator Cyclehttps://www.python3.info/intermediate/iterator/cycle.html
10.10. Iterator Counthttps://www.python3.info/intermediate/iterator/count.html
10.11. Iterator Repeathttps://www.python3.info/intermediate/iterator/repeat.html
10.12. Iterator Batchedhttps://www.python3.info/intermediate/iterator/batched.html
10.13. Iterator ISlicehttps://www.python3.info/intermediate/iterator/islice.html
10.14. Iterator Starmaphttps://www.python3.info/intermediate/iterator/starmap.html
10.15. Iterator Itertoolshttps://www.python3.info/intermediate/iterator/itertools.html
10.16. Iterator Recaphttps://www.python3.info/intermediate/iterator/recap.html
11. Serializationhttps://www.python3.info/intermediate/index.html#serialization
11.1. Serialization Abouthttps://www.python3.info/intermediate/serialization/about.html
11.2. Serialization Dumphttps://www.python3.info/intermediate/serialization/dump.html
11.3. Serialization Loadhttps://www.python3.info/intermediate/serialization/load.html
11.4. Serialization Normalizehttps://www.python3.info/intermediate/serialization/normalize.html
11.5. Serialization Recaphttps://www.python3.info/intermediate/serialization/recap.html
12. Picklehttps://www.python3.info/intermediate/index.html#pickle
12.1. Pickle Abouthttps://www.python3.info/intermediate/pickle/about.html
12.2. Pickle Dumphttps://www.python3.info/intermediate/pickle/about.html#pickle-dump
12.3. Pickle Dumphttps://www.python3.info/intermediate/pickle/dump.html
12.4. Pickle Loadhttps://www.python3.info/intermediate/pickle/load.html
12.5. Pickle Objectshttps://www.python3.info/intermediate/pickle/recap.html
13. TOMLhttps://www.python3.info/intermediate/index.html#toml
13.1. TOML Abouthttps://www.python3.info/intermediate/tomllib/about.html
13.2. TOML Loadhttps://www.python3.info/intermediate/tomllib/load.html
13.3. TOML Use Casehttps://www.python3.info/intermediate/tomllib/usecase.html
14. CSVhttps://www.python3.info/intermediate/index.html#csv
14.1. CSV Abouthttps://www.python3.info/intermediate/csv/about.html
14.2. CSV Dumphttps://www.python3.info/intermediate/csv/dump.html
14.3. CSV Loadhttps://www.python3.info/intermediate/csv/load.html
14.4. CSV Parametershttps://www.python3.info/intermediate/csv/parameters.html
14.5. CSV Non-Standardhttps://www.python3.info/intermediate/csv/nonstandard.html
14.6. CSV Recaphttps://www.python3.info/intermediate/csv/recap.html
15. JSONhttps://www.python3.info/intermediate/index.html#json
15.1. JSON Abouthttps://www.python3.info/intermediate/json/about.html
15.2. JSON Dumphttps://www.python3.info/intermediate/json/dump.html
15.3. JSON Loadhttps://www.python3.info/intermediate/json/load.html
15.4. JSON Encoderhttps://www.python3.info/intermediate/json/encoder.html
15.5. JSON Decoderhttps://www.python3.info/intermediate/json/decoder.html
15.6. JSON Objecthttps://www.python3.info/intermediate/json/object.html
15.7. JSON Recaphttps://www.python3.info/intermediate/json/recap.html
16. Pathlibhttps://www.python3.info/intermediate/index.html#pathlib
16.1. Pathlib Abouthttps://www.python3.info/intermediate/pathlib/about.html
16.2. Pathlib Currenthttps://www.python3.info/intermediate/pathlib/current.html
16.3. Pathlib Pathhttps://www.python3.info/intermediate/pathlib/path.html
16.4. Pathlib Checkhttps://www.python3.info/intermediate/pathlib/check.html
16.5. Pathlib Namehttps://www.python3.info/intermediate/pathlib/name.html
16.6. Pathlib Dirshttps://www.python3.info/intermediate/pathlib/dirs.html
16.7. Pathlib Fileshttps://www.python3.info/intermediate/pathlib/files.html
16.8. Pathlib Contenthttps://www.python3.info/intermediate/pathlib/content.html
17. Logginghttps://www.python3.info/intermediate/index.html#logging
17.1. Logging Abouthttps://www.python3.info/intermediate/logging/about.html
17.2. Logging Levelshttps://www.python3.info/intermediate/logging/levels.html
17.3. Logging Confighttps://www.python3.info/intermediate/logging/config.html
17.4. Logging Formattershttps://www.python3.info/intermediate/logging/formatters.html
17.5. Logging Handlershttps://www.python3.info/intermediate/logging/handlers.html
17.6. Logging Rotationhttps://www.python3.info/intermediate/logging/rotation.html
17.7. Logging Optimizationhttps://www.python3.info/intermediate/logging/optimization.html
17.8. Logging Use Caseshttps://www.python3.info/intermediate/logging/use-cases.html
18. Moduleshttps://www.python3.info/intermediate/index.html#modules
18.1. Module Layouthttps://www.python3.info/intermediate/modules/layout.html
18.2. Module Importhttps://www.python3.info/intermediate/modules/import.html
18.3. Module pyproject.tomlhttps://www.python3.info/intermediate/modules/pyproject-toml.html
18.4. Module venvhttps://www.python3.info/intermediate/modules/venv.html
18.5. Module piphttps://www.python3.info/intermediate/modules/pip.html
19. Typinghttps://www.python3.info/intermediate/index.html#typing
19.1. Typing Abouthttps://www.python3.info/intermediate/typing/about.html
19.2. Typing Basichttps://www.python3.info/intermediate/typing/basic.html
19.3. Typing Advancedhttps://www.python3.info/intermediate/typing/advanced.html
19.4. Typing Iterablehttps://www.python3.info/intermediate/typing/iterable.html
19.5. Typing Mappinghttps://www.python3.info/intermediate/typing/mapping.html
19.6. Typing Nestedhttps://www.python3.info/intermediate/typing/nested.html
19.7. Typing TypedDicthttps://www.python3.info/intermediate/typing/typeddict.html
19.8. Typing NamedTuplehttps://www.python3.info/intermediate/typing/namedtuple.html
19.9. Typing Callablehttps://www.python3.info/intermediate/typing/callable.html
19.10. Typing Typehttps://www.python3.info/intermediate/typing/type.html
19.11. Typing Aliashttps://www.python3.info/intermediate/typing/alias.html
19.12. Typing TypeVarhttps://www.python3.info/intermediate/typing/typevar.html
19.13. Typing Variancehttps://www.python3.info/intermediate/typing/variance.html
19.14. Typing Annotatedhttps://www.python3.info/intermediate/typing/annotated.html
19.15. Typing Checkhttps://www.python3.info/intermediate/typing/package-check.html
19.16. Typing Annotatehttps://www.python3.info/intermediate/typing/package-annotate.html
20. OOP Dataclasshttps://www.python3.info/intermediate/index.html#oop-dataclass
20.1. Dataclass Abouthttps://www.python3.info/intermediate/dataclass/about.html
20.2. Dataclass Definitionhttps://www.python3.info/intermediate/dataclass/definition.html
20.3. Dataclass Relationshttps://www.python3.info/intermediate/dataclass/relations.html
20.4. Dataclass KWonlyhttps://www.python3.info/intermediate/dataclass/kw-only.html
20.5. Dataclass Postinithttps://www.python3.info/intermediate/dataclass/postinit.html
20.6. Dataclass Mutabilityhttps://www.python3.info/intermediate/dataclass/mutability.html
20.7. Dataclass Fieldhttps://www.python3.info/intermediate/dataclass/field.html
20.8. Dataclass Parametershttps://www.python3.info/intermediate/dataclass/parameters.html
20.9. Dataclass Helpershttps://www.python3.info/intermediate/dataclass/helpers.html
20.10. Dataclass Inheritancehttps://www.python3.info/intermediate/dataclass/inheritance.html
20.11. Dataclass Metadatahttps://www.python3.info/intermediate/dataclass/metadata.html
https://www.python3.info#advanced
1. Abouthttps://www.python3.info/advanced/index.html
1.1. About Installhttps://www.python3.info/advanced/about/install/index.html
1.2. About Agendahttps://www.python3.info/advanced/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/advanced/about/tutorial.html
1.4. About Entry Testhttps://www.python3.info/advanced/about/entrytest.html
2. Syntaxhttps://www.python3.info/advanced/index.html#syntax
2.1. Syntax Exceptionshttps://www.python3.info/advanced/syntax/exceptions.html
2.2. Syntax Assignment Expressionhttps://www.python3.info/advanced/syntax/assignment-expression.html
2.3. Syntax T-Stringhttps://www.python3.info/advanced/syntax/t-string.html
3. OOP Paradigmhttps://www.python3.info/advanced/index.html#oop-paradigm
3.1. OOP Modifiershttps://www.python3.info/advanced/oop-paradigm/access-modifiers.html
3.2. OOP Formathttps://www.python3.info/advanced/oop-paradigm/format.html
3.3. OOP Mutabilityhttps://www.python3.info/advanced/oop-paradigm/mutability.html
3.4. OOP Propertyhttps://www.python3.info/advanced/oop-paradigm/property.html
3.5. OOP Recaphttps://www.python3.info/advanced/oop-paradigm/recap.html
3.6. OOP Slotshttps://www.python3.info/advanced/oop-paradigm/slots.html
3.7. OOP Equalityhttps://www.python3.info/advanced/oop-paradigm/equality.html
3.8. OOP Identityhttps://www.python3.info/advanced/oop-paradigm/identity.html
3.9. OOP Methodshttps://www.python3.info/advanced/oop-paradigm/methods.html
3.10. OOP Selfhttps://www.python3.info/advanced/oop-paradigm/self.html
3.11. OOP Staticmethodhttps://www.python3.info/advanced/oop-paradigm/staticmethod.html
3.12. OOP Classmethodhttps://www.python3.info/advanced/oop-paradigm/classmethod.html
3.13. OOP S.O.L.I.D.https://www.python3.info/advanced/oop-paradigm/solid.html
4. OOP Inheritancehttps://www.python3.info/advanced/index.html#oop-inheritance
4.1. Inheritance Abouthttps://www.python3.info/advanced/oop-inheritance/about.html
4.2. Inheritance Mixinshttps://www.python3.info/advanced/oop-inheritance/mixin.html
4.3. Inheritance Compositionhttps://www.python3.info/advanced/oop-inheritance/composition.html
4.4. Inheritance Aggregationhttps://www.python3.info/advanced/oop-inheritance/aggregation.html
4.5. Inheritance Overridehttps://www.python3.info/advanced/oop-inheritance/override.html
4.6. Inheritance Superhttps://www.python3.info/advanced/oop-inheritance/super.html
4.7. Inheritance MROhttps://www.python3.info/advanced/oop-inheritance/mro.html
4.8. Inheritance Recaphttps://www.python3.info/advanced/oop-inheritance/recap.html
5. OOP Polymorphismhttps://www.python3.info/advanced/index.html#oop-polymorphism
5.1. Polymorphism Abstract Classhttps://www.python3.info/advanced/oop-polymorphism/abstract-class.html
5.2. Polymorphism Protocolhttps://www.python3.info/advanced/oop-polymorphism/protocol.html
5.3. Polymorphism Collectionshttps://www.python3.info/advanced/oop-polymorphism/collections.html
5.4. Polymorphism Recaphttps://www.python3.info/advanced/oop-polymorphism/recap.html
6. OOP Encapsulationhttps://www.python3.info/advanced/index.html#oop-encapsulation
6.1. Encapsulation Accessorshttps://www.python3.info/advanced/oop-encapsulation/accessors.html
6.2. Encapsulation Propertyhttps://www.python3.info/advanced/oop-encapsulation/property.html
6.3. Encapsulation Reflectionhttps://www.python3.info/advanced/oop-encapsulation/reflection.html
6.4. Encapsulation Descriptorhttps://www.python3.info/advanced/oop-encapsulation/descriptor.html
7. OOP Metaprogramminghttps://www.python3.info/advanced/index.html#oop-metaprogramming
7.1. Metaprogramming Init Subclasshttps://www.python3.info/advanced/oop-metaprogramming/init-subclass.html
7.2. Metaprogramming Newhttps://www.python3.info/advanced/oop-metaprogramming/new.html
7.3. Metaprogramming Namespacehttps://www.python3.info/advanced/oop-metaprogramming/namespace.html
7.4. Metaprogramming Typehttps://www.python3.info/advanced/oop-metaprogramming/type.html
7.5. Metaprogramming Class Factoryhttps://www.python3.info/advanced/oop-metaprogramming/class-factory.html
7.6. Metaprogramming Metaclasshttps://www.python3.info/advanced/oop-metaprogramming/metaclass.html
8. OOP Operatorhttps://www.python3.info/advanced/index.html#oop-operator
8.1. Operator Abouthttps://www.python3.info/advanced/oop-operator/about.html
8.2. Operator Lefthttps://www.python3.info/advanced/oop-operator/left.html
8.3. Operator Incrementhttps://www.python3.info/advanced/oop-operator/increment.html
8.4. Operator Righthttps://www.python3.info/advanced/oop-operator/right.html
8.5. Operator Equalityhttps://www.python3.info/advanced/oop-operator/equality.html
8.6. Operator Comparisonhttps://www.python3.info/advanced/oop-operator/comparison.html
8.7. Operator Containshttps://www.python3.info/advanced/oop-operator/contains.html
8.8. Operator Bitwisehttps://www.python3.info/advanced/oop-operator/bitwise.html
8.9. Operator Builtinhttps://www.python3.info/advanced/oop-operator/builtin.html
8.10. Operator Accessorshttps://www.python3.info/advanced/oop-operator/accessors.html
8.11. Operator Numericalhttps://www.python3.info/advanced/oop-operator/other.html
8.12. Operator Stdlibhttps://www.python3.info/advanced/oop-operator/stdlib.html
9. FP Paradigmhttps://www.python3.info/advanced/index.html#fp-paradigm
9.1. Functional Abouthttps://www.python3.info/advanced/fp-paradigm/about.html
9.2. Functional Lambdahttps://www.python3.info/advanced/fp-paradigm/lambda.html
9.3. Functional Purityhttps://www.python3.info/advanced/fp-paradigm/purity.html
9.4. Functional Recurrencehttps://www.python3.info/advanced/fp-paradigm/recurrence.html
9.5. Functional Memoizationhttps://www.python3.info/advanced/fp-paradigm/memoization.html
9.6. Functional Immutablehttps://www.python3.info/advanced/fp-paradigm/immutable.html
9.7. Functional Referential Transparencyhttps://www.python3.info/advanced/fp-paradigm/referential-transparency.html
9.8. Functional Curryinghttps://www.python3.info/advanced/fp-paradigm/currying.html
9.9. Functional First-Classhttps://www.python3.info/advanced/fp-paradigm/first-class.html
9.10. Functional Orderhttps://www.python3.info/advanced/fp-paradigm/order.html
9.11. Functional Function Objecthttps://www.python3.info/advanced/fp-paradigm/funcobj.html
9.12. Functional Callablehttps://www.python3.info/advanced/fp-paradigm/callable.html
9.13. Functional Scopehttps://www.python3.info/advanced/fp-paradigm/scope.html
9.14. Functional Namespacehttps://www.python3.info/advanced/fp-paradigm/namespace.html
9.15. Functional Pattern Closurehttps://www.python3.info/advanced/fp-paradigm/closure.html
10. FP Applyhttps://www.python3.info/advanced/index.html#fp-apply
10.1. FP Apply Maphttps://www.python3.info/advanced/fp-apply/map.html
10.2. FP Apply Filterhttps://www.python3.info/advanced/fp-apply/filter.html
10.3. FP Apply Reducehttps://www.python3.info/advanced/fp-apply/reduce.html
10.4. FP Apply Compositionhttps://www.python3.info/advanced/fp-apply/composition.html
10.5. FP Apply Recaphttps://www.python3.info/advanced/fp-apply/recap.html
11. Decoratorshttps://www.python3.info/advanced/index.html#decorators
11.1. Decorator Abouthttps://www.python3.info/advanced/decorator/about.html
11.2. Decorator Mechanicshttps://www.python3.info/advanced/decorator/about-mechanics.html
11.3. Decorator Typeshttps://www.python3.info/advanced/decorator/about-types.html
11.4. Decorator Wrapperhttps://www.python3.info/advanced/decorator/about-wrapper.html
11.5. Decorator About Decoreehttps://www.python3.info/advanced/decorator/about-decoree.html
11.6. Decorator About Argumentshttps://www.python3.info/advanced/decorator/about-arguments.html
11.7. Decorator Functionhttps://www.python3.info/advanced/decorator/decorator-function.html
11.8. Decorator Methodhttps://www.python3.info/advanced/decorator/decorator-method.html
11.9. Decorator Classhttps://www.python3.info/advanced/decorator/decorator-class.html
11.10. Decorator Argumentshttps://www.python3.info/advanced/decorator/decorator-parameters.html
11.11. Decorate Functionhttps://www.python3.info/advanced/decorator/decorate-function.html
11.12. Decorate Stackedhttps://www.python3.info/advanced/decorator/decorate-stacked.html
11.13. Decorate Methodhttps://www.python3.info/advanced/decorator/decorate-method.html
11.14. Decorate Classhttps://www.python3.info/advanced/decorator/decorate-class.html
11.15. Decorator Wrapshttps://www.python3.info/advanced/decorator/wraps.html
11.16. Decorator Recaphttps://www.python3.info/advanced/decorator/recap.html
12. Async Paradigmhttps://www.python3.info/advanced/index.html#async-paradigm
12.1. Async Abouthttps://www.python3.info/advanced/async-paradigm/about.html
12.2. Async Introductionhttps://www.python3.info/advanced/async-paradigm/introduction.html
12.3. Async Awaitablehttps://www.python3.info/advanced/async-paradigm/awaitable.html
12.4. Async Coroutinehttps://www.python3.info/advanced/async-paradigm/coroutine.html
12.5. Async Event Loophttps://www.python3.info/advanced/async-paradigm/event-loop.html
12.6. Async Iteratorhttps://www.python3.info/advanced/async-paradigm/iterator.html
12.7. Async Generatorhttps://www.python3.info/advanced/async-paradigm/generator.html
12.8. Async Comprehensionhttps://www.python3.info/advanced/async-paradigm/comprehension.html
12.9. Async Context Managerhttps://www.python3.info/advanced/async-paradigm/contextmanager.html
12.10. Async Except Starhttps://www.python3.info/advanced/async-paradigm/except-star.html
13. Async AsyncIOhttps://www.python3.info/advanced/index.html#async-asyncio
13.1. AsyncIO Runhttps://www.python3.info/advanced/async-asyncio/run.html
13.2. AsyncIO Sleephttps://www.python3.info/advanced/async-asyncio/sleep.html
13.3. AsyncIO Waithttps://www.python3.info/advanced/async-asyncio/wait.html
13.4. AsyncIO Wait Forhttps://www.python3.info/advanced/async-asyncio/wait-for.html
13.5. AsyncIO Futurehttps://www.python3.info/advanced/async-asyncio/future.html
13.6. AsyncIO Taskhttps://www.python3.info/advanced/async-asyncio/task.html
13.7. AsyncIO Task Grouphttps://www.python3.info/advanced/async-asyncio/task-group.html
13.8. AsyncIO Shieldhttps://www.python3.info/advanced/async-asyncio/shield.html
13.9. AsyncIO Debughttps://www.python3.info/advanced/async-asyncio/debug.html
13.10. AsyncIO Queuehttps://www.python3.info/advanced/async-asyncio/queue.html
13.11. AsyncIO Streamhttps://www.python3.info/advanced/async-asyncio/stream.html
13.12. AsyncIO Synchronizationhttps://www.python3.info/advanced/async-asyncio/synchronization.html
13.13. AsyncIO Testinghttps://www.python3.info/advanced/async-asyncio/testing.html
13.14. AsyncIO 3rd Partyhttps://www.python3.info/advanced/async-asyncio/3rd-party.html
https://www.python3.info#performance
1. Abouthttps://www.python3.info/performance/index.html
1.1. About Installhttps://www.python3.info/performance/about/install/index.html
1.2. About Agendahttps://www.python3.info/performance/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/performance/about/tutorial.html
1.4. About Entry Testhttps://www.python3.info/performance/about/entrytest.html
2. Introductionhttps://www.python3.info/performance/index.html#introduction
2.1. Recaphttps://www.python3.info/performance/introduction/hardware.html
2.2. Optimization Compilers and Interpretershttps://www.python3.info/performance/introduction/compiler.html
2.3. Optimization Interpreterhttps://www.python3.info/performance/introduction/interpreter.html
3. Transpilationhttps://www.python3.info/performance/index.html#transpilation
3.1. Transpilation Cythonhttps://www.python3.info/performance/transpilation/cython.html
3.2. Transpilation Mypychttps://www.python3.info/performance/transpilation/mypyc.html
4. Optimizationhttps://www.python3.info/performance/index.html#optimization
4.1. Optimization Complexityhttps://www.python3.info/performance/optimization/complexity.html
4.2. Optimization Toolshttps://www.python3.info/performance/optimization/tools.html
4.3. Optimization Micro-benchmarkinghttps://www.python3.info/performance/optimization/micro-benchmarking.html
4.4. Optimization Comparisonhttps://www.python3.info/performance/optimization/comparison.html
4.5. Optimization Membershiphttps://www.python3.info/performance/optimization/membership.html
4.6. Optimization Iterationhttps://www.python3.info/performance/optimization/iteration.html
4.7. Optimization Comparisonhttps://www.python3.info/performance/optimization/conditional.html
5. Profilinghttps://www.python3.info/performance/index.html#profiling
5.1. Profiling CPUhttps://www.python3.info/performance/profiling/cpu.html
5.2. Profiling Memhttps://www.python3.info/performance/profiling/mem.html
6. Case Studyhttps://www.python3.info/performance/index.html#case-study
6.1. Case Study: Memoizehttps://www.python3.info/performance/case-study/memoize.html
6.2. Case Study: Str Concathttps://www.python3.info/performance/case-study/strconcat.html
6.3. Case Study: Unique Keyshttps://www.python3.info/performance/case-study/uniquekeys.html
6.4. Case Study: Getitemhttps://www.python3.info/performance/case-study/getitem.html
6.5. Case Study: Hostshttps://www.python3.info/performance/case-study/hosts.html
6.6. Case Study: Comprehensionshttps://www.python3.info/performance/case-study/comprehension.html
7. Threadinghttps://www.python3.info/performance/index.html#threading
7.1. Threading Abouthttps://www.python3.info/performance/threading/about.html
7.2. Threading Timerhttps://www.python3.info/performance/threading/timer.html
7.3. Threading Queueshttps://www.python3.info/performance/threading/queues.html
7.4. Threading Createhttps://www.python3.info/performance/threading/create.html
7.5. Threading Synchronizationhttps://www.python3.info/performance/threading/synchronization.html
7.6. Threading Joinhttps://www.python3.info/performance/threading/join.html
7.7. Threading Workerhttps://www.python3.info/performance/threading/worker.html
8. Multiprocessinghttps://www.python3.info/performance/index.html#multiprocessing
8.1. Multiprocessing Abouthttps://www.python3.info/performance/multiprocessing/about.html
8.2. Multiprocessing Serverhttps://www.python3.info/performance/multiprocessing/server.html
8.3. Multiprocessing Clienthttps://www.python3.info/performance/multiprocessing/client.html
8.4. Multiprocessing 3rd Partyhttps://www.python3.info/performance/multiprocessing/3rdparty.html
9. Extensionshttps://www.python3.info/performance/index.html#extensions
9.1. Performance Collectionshttps://www.python3.info/performance/extensions/collections.html
9.2. Performance CTypeshttps://www.python3.info/performance/extensions/c-types.html
9.3. Performance CModuleshttps://www.python3.info/performance/extensions/c-modules.html
https://www.python3.info#testing
1. Abouthttps://www.python3.info/testing/index.html
1.1. About Installhttps://www.python3.info/testing/about/install/index.html
1.2. About Agendahttps://www.python3.info/testing/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/testing/about/tutorial.html
1.4. About Entry Testhttps://www.python3.info/testing/about/entrytest.html
2. Introductionhttps://www.python3.info/testing/index.html#introduction
2.1. About Test Abouthttps://www.python3.info/testing/introduction/frameworks.html
3. Randomhttps://www.python3.info/testing/index.html#random
3.1. Random Abouthttps://www.python3.info/testing/random/about.html
3.2. Random Generatehttps://www.python3.info/testing/random/generate.html
3.3. Random Abouthttps://www.python3.info/testing/random/select.html
3.4. Random Seedhttps://www.python3.info/testing/random/seed.html
4. Syntaxhttps://www.python3.info/testing/index.html#syntax
4.1. Syntax IEEE-754https://www.python3.info/testing/syntax/ieee754.html
4.2. Syntax Asserthttps://www.python3.info/testing/syntax/assert.html
4.3. Syntax Exit Codehttps://www.python3.info/testing/syntax/exit-code.html
4.4. Syntax Signaturehttps://www.python3.info/testing/syntax/signature.html
5. Doctesthttps://www.python3.info/testing/index.html#doctest
5.1. Doctest Abouthttps://www.python3.info/testing/doctest/about.html
6. Unittesthttps://www.python3.info/testing/index.html#unittest
6.1. Unittest Stubhttps://www.python3.info/testing/unittest/stub.html
6.2. Unittest Patchhttps://www.python3.info/testing/unittest/patch.html
6.3. Unittest Mockhttps://www.python3.info/testing/unittest/mock.html
6.4. Unittest TestCasehttps://www.python3.info/testing/unittest/testcase.html
6.5. Unittest Asynchttps://www.python3.info/testing/unittest/async.html
7. Recaphttps://www.python3.info/testing/index.html#recap
7.1. Testing Doctest vs Unittesthttps://www.python3.info/testing/recap/doctest-vs-unittest.html
https://www.python3.info#ci-cd
1. Abouthttps://www.python3.info/ci-cd/index.html
1.1. About Installhttps://www.python3.info/ci-cd/about/install/index.html
1.2. About Agendahttps://www.python3.info/ci-cd/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/ci-cd/about/tutorial.html
2. DevToolshttps://www.python3.info/ci-cd/index.html#devtools
2.1. CI/CD Pythonhttps://www.python3.info/ci-cd/devtools/cicd-python.html
2.2. CI/CD Ecosystemhttps://www.python3.info/ci-cd/devtools/ecosystem.html
2.3. CI/CD Pipelineshttps://www.python3.info/ci-cd/devtools/pipelines.html
2.4. CI/CD Test Automationhttps://www.python3.info/ci-cd/devtools/test-automation.html
2.5. CI/CD DB Schema Migrationhttps://www.python3.info/ci-cd/devtools/db-schema-migration.html
3. Distributehttps://www.python3.info/ci-cd/index.html#distribute
3.1. CI/CD Distributinghttps://www.python3.info/ci-cd/distribute/distributing.html
3.2. CI/CD Wheelhttps://www.python3.info/ci-cd/distribute/wheel.html
3.3. CI/CD I18nhttps://www.python3.info/ci-cd/distribute/i18n.html
3.4. Module Zipapphttps://www.python3.info/ci-cd/distribute/zipapp.html
4. Linthttps://www.python3.info/ci-cd/index.html#lint
4.1. CI/CD Code Stylehttps://www.python3.info/ci-cd/lint/code-style.html
4.2. CI/CD Linthttps://www.python3.info/ci-cd/lint/lint.html
5. Qualityhttps://www.python3.info/ci-cd/index.html#quality
5.1. CI/CD Behavioral Testinghttps://www.python3.info/ci-cd/quality/behavioral.html
5.2. CI/CD Code Coveragehttps://www.python3.info/ci-cd/quality/coverage.html
5.3. CI/CD Mutation Testinghttps://www.python3.info/ci-cd/quality/mutation-testing.html
5.4. CI/CD Smoke Testshttps://www.python3.info/ci-cd/quality/smoke-tests.html
5.5. CI/CD Static Analysishttps://www.python3.info/ci-cd/quality/static-analysis.html
5.6. CI/CD Testshttps://www.python3.info/ci-cd/quality/tests.html
5.7. CI/CD Toolshttps://www.python3.info/ci-cd/quality/tools.html
5.8. CI/CD Type Checkinghttps://www.python3.info/ci-cd/quality/type-checking.html
5.9. CI/CD UIhttps://www.python3.info/ci-cd/quality/ui.html
6. Securityhttps://www.python3.info/ci-cd/index.html#security
6.1. CI/CD Securityhttps://www.python3.info/ci-cd/security/security.html
https://www.python3.info#devops
1. Abouthttps://www.python3.info/devops/index.html
1.1. About Installhttps://www.python3.info/devops/about/install/index.html
1.2. About Agendahttps://www.python3.info/devops/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/devops/about/tutorial.html
2. Qualityhttps://www.python3.info/devops/index.html#quality
2.1. Quality PEP-8https://www.python3.info/devops/quality/pep8.html
2.2. Quality PEP-20https://www.python3.info/devops/quality/pep20.html
2.3. Quality Code Smellshttps://www.python3.info/devops/quality/code-smells.html
2.4. Quality Documentationhttps://www.python3.info/devops/quality/documentation.html
3. Testshttps://www.python3.info/devops/index.html#tests
3.1. Test Pytesthttps://www.python3.info/devops/tests/pytest.html
4. Debugginghttps://www.python3.info/devops/index.html#debugging
4.1. Debugging Abouthttps://www.python3.info/devops/debugging/about.html
4.2. Debugging WAT?!https://www.python3.info/devops/debugging/python-wat.html
4.3. Debugging Logginghttps://www.python3.info/devops/debugging/logging.html
4.4. Debugging Warningshttps://www.python3.info/devops/debugging/warnings.html
4.5. Debugging Introspectionhttps://www.python3.info/devops/debugging/introspection.html
https://www.python3.info#database
1. Abouthttps://www.python3.info/database/index.html
1.1. About Installhttps://www.python3.info/database/about/install/index.html
1.2. About Agendahttps://www.python3.info/database/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/database/about/tutorial.html
2. Theoryhttps://www.python3.info/database/index.html#theory
2.1. Theory Abouthttps://www.python3.info/database/theory/about.html
2.2. Theory UML ERDhttps://www.python3.info/database/theory/uml-erd.html
3. ORMhttps://www.python3.info/database/index.html#orm
3.1. ORM Abouthttps://www.python3.info/database/orm/about.html
3.2. ORM Use Caseshttps://www.python3.info/database/orm/use-cases.html
4. Normalizationhttps://www.python3.info/database/index.html#normalization
4.1. Normalization Abouthttps://www.python3.info/database/normalization/about.html
4.2. Normalization 1st Normal Formhttps://www.python3.info/database/normalization/normal-form-1st.html
4.3. Normalization 2nd Normal Formhttps://www.python3.info/database/normalization/normal-form-2nd.html
4.4. Normalization 3rd Normal Formhttps://www.python3.info/database/normalization/normal-form-3rd.html
4.5. Normalization 4th Normal Formhttps://www.python3.info/database/normalization/normal-form-4th.html
4.6. Normalization 5th Normal Formhttps://www.python3.info/database/normalization/normal-form-5th.html
4.7. Normalization 6th Normal Formhttps://www.python3.info/database/normalization/normal-form-6th.html
4.8. Normalization Theoryhttps://www.python3.info/database/normalization/use-cases.html
5. NoSQLhttps://www.python3.info/database/index.html#nosql
5.1. NoSQL Abouthttps://www.python3.info/database/nosql/about.html
5.2. NoSQL Key-Valuehttps://www.python3.info/database/nosql/key-value.html
5.3. NoSQL Documenthttps://www.python3.info/database/nosql/document-about.html
5.4. NoSQL MongoDBhttps://www.python3.info/database/nosql/document-mongodb.html
5.5. NoSQL Time Serieshttps://www.python3.info/database/nosql/time-series.html
5.6. NoSQL Column-Orientedhttps://www.python3.info/database/nosql/column.html
5.7. NoSQL Graphhttps://www.python3.info/database/nosql/graph.html
5.8. NoSQL Otherhttps://www.python3.info/database/nosql/other.html
6. SQLhttps://www.python3.info/database/index.html#sql
6.1. SQL Abouthttps://www.python3.info/database/sql/about.html
6.2. SQL Data Typeshttps://www.python3.info/database/sql/sql-datatypes.html
6.3. SQL Constraintshttps://www.python3.info/database/sql/sql-constraints.html
6.4. SQL CREATEhttps://www.python3.info/database/sql/sql-create.html
6.5. SQL Alterhttps://www.python3.info/database/sql/sql-alter.html
6.6. SQL Indexhttps://www.python3.info/database/sql/sql-index.html
6.7. SQL Inserthttps://www.python3.info/database/sql/sql-insert.html
6.8. SQL Updatehttps://www.python3.info/database/sql/sql-update.html
6.9. SQL Deletehttps://www.python3.info/database/sql/sql-delete.html
6.10. SQL Drophttps://www.python3.info/database/sql/sql-drop.html
6.11. SQL Transactionhttps://www.python3.info/database/sql/sql-transaction.html
6.12. SQL Select Fromhttps://www.python3.info/database/sql/sql-select-from.html
6.13. SQL Select Limithttps://www.python3.info/database/sql/sql-select-limit.html
6.14. SQL Select Order Byhttps://www.python3.info/database/sql/sql-select-orderby.html
6.15. SQL Select Wherehttps://www.python3.info/database/sql/sql-select-where.html
6.16. SQL Select And Orhttps://www.python3.info/database/sql/sql-select-and-or.html
6.17. SQL Select Wherehttps://www.python3.info/database/sql/sql-select-like.html
6.18. SQL Select Wherehttps://www.python3.info/database/sql/sql-select-is.html
6.19. SQL Select Wherehttps://www.python3.info/database/sql/sql-select-in.html
6.20. SQL Select Group Byhttps://www.python3.info/database/sql/sql-select-groupby.html
6.21. SQL Select Subqueryhttps://www.python3.info/database/sql/sql-select-subquery.html
6.22. SQL Select Distincthttps://www.python3.info/database/sql/sql-select-distinct.html
6.23. SQL Select Functionshttps://www.python3.info/database/sql/sql-select-functions.html
6.24. SQL Joinhttps://www.python3.info/database/sql/sql-join.html
6.25. SQL Injectionhttps://www.python3.info/database/sql/sql-injection.html
6.26. SQL Viewshttps://www.python3.info/database/sql/sql-views.html
6.27. SQL Explainhttps://www.python3.info/database/sql/sql-explain.html
6.28. SQL Use Caseshttps://www.python3.info/database/sql/use-cases.html
7. SQLite3https://www.python3.info/database/index.html#sqlite3
7.1. SQLite3 Abouthttps://www.python3.info/database/sqlite3/sqlite3-about.html
7.2. SQLite3 Connecthttps://www.python3.info/database/sqlite3/sqlite3-connect.html
7.3. SQLite3 Adapter/Converterhttps://www.python3.info/database/sqlite3/sqlite3-adapter.html
7.4. SQLite3 Executehttps://www.python3.info/database/sqlite3/sqlite3-execute.html
7.5. SQLite3 Insert Sequencehttps://www.python3.info/database/sqlite3/sqlite3-insert-sequence.html
7.6. SQLite3 Insert Mappinghttps://www.python3.info/database/sqlite3/sqlite3-insert-mapping.html
7.7. SQLite3 Insert Constraintshttps://www.python3.info/database/sqlite3/sqlite3-insert-constraints.html
7.8. SQLite3 Fetchhttps://www.python3.info/database/sqlite3/sqlite3-fetch.html
7.9. SQLite3 Cursorhttps://www.python3.info/database/sqlite3/sqlite3-cursor.html
7.10. SQLite3 Joinhttps://www.python3.info/database/sqlite3/sqlite3-join.html
7.11. SQLite3 Use Caseshttps://www.python3.info/database/sqlite3/use-cases.html
8. SQLAlchemyhttps://www.python3.info/database/index.html#sqlalchemy
8.1. SQLAlchemy Abouthttps://www.python3.info/database/sqlalchemy/about.html
8.2. SQLAlchemy Connection DSNhttps://www.python3.info/database/sqlalchemy/connection-dsn.html
8.3. SQLAlchemy Connection Enginehttps://www.python3.info/database/sqlalchemy/connection-engine.html
8.4. SQLAlchemy Connection Poolhttps://www.python3.info/database/sqlalchemy/connection-pool.html
8.5. SQLAlchemy Core Modelhttps://www.python3.info/database/sqlalchemy/core-model.html
8.6. SQLAlchemy Core Operatorshttps://www.python3.info/database/sqlalchemy/core-operators.html
8.7. SQLAlchemy Core Inserthttps://www.python3.info/database/sqlalchemy/core-insert.html
8.8. SQLAlchemy Core Selecthttps://www.python3.info/database/sqlalchemy/core-select.html
8.9. SQLAlchemy Core Resulthttps://www.python3.info/database/sqlalchemy/core-result.html
8.10. SQLAlchemy Core Updatehttps://www.python3.info/database/sqlalchemy/core-update.html
8.11. SQLAlchemy Core Deletehttps://www.python3.info/database/sqlalchemy/core-delete.html
8.12. SQLAlchemy Core Joinhttps://www.python3.info/database/sqlalchemy/core-join.html
8.13. SQLAlchemy Core Texthttps://www.python3.info/database/sqlalchemy/core-text.html
8.14. SQLAlchemy Core Introspecthttps://www.python3.info/database/sqlalchemy/core-introspect.html
8.15. SQLAlchemy ORM Abouthttps://www.python3.info/database/sqlalchemy/orm-about.html
8.16. SQLAlchemy Connection Sessionhttps://www.python3.info/database/sqlalchemy/orm-session.html
8.17. SQLAlchemy Model Basehttps://www.python3.info/database/sqlalchemy/model-base.html
8.18. SQLAlchemy Model Definehttps://www.python3.info/database/sqlalchemy/model-define.html
8.19. SQLAlchemy Model Columnhttps://www.python3.info/database/sqlalchemy/model-column.html
8.20. SQLAlchemy Model Typeshttps://www.python3.info/database/sqlalchemy/model-types.html
8.21. SQLAlchemy Model Indexeshttps://www.python3.info/database/sqlalchemy/model-indexes.html
8.22. SQLAlchemy Model Relationshttps://www.python3.info/database/sqlalchemy/model-relations.html
8.23. SQLAlchemy Model Dataclasshttps://www.python3.info/database/sqlalchemy/model-dataclass.html
8.24. SQLAlchemy Schema Metadatahttps://www.python3.info/database/sqlalchemy/schema-metadata.html
8.25. SQLAlchemy Schema Reflectionhttps://www.python3.info/database/sqlalchemy/schema-reflection.html
8.26. SQLAlchemy Migration Abouthttps://www.python3.info/database/sqlalchemy/migration-about.html
8.27. SQLAlchemy Migration Createhttps://www.python3.info/database/sqlalchemy/migration-create.html
8.28. SQLAlchemy Migration Applyhttps://www.python3.info/database/sqlalchemy/migration-apply.html
8.29. SQLAlchemy Migration Rollbackhttps://www.python3.info/database/sqlalchemy/migration-rollback.html
8.30. SQLAlchemy Query Abouthttps://www.python3.info/database/sqlalchemy/query-about.html
8.31. SQLAlchemy Query Fetchhttps://www.python3.info/database/sqlalchemy/query-fetch.html
8.32. SQLAlchemy Query Filterhttps://www.python3.info/database/sqlalchemy/query-filter.html
8.33. SQLAlchemy Query Limithttps://www.python3.info/database/sqlalchemy/query-limit.html
8.34. SQLAlchemy Query Order Byhttps://www.python3.info/database/sqlalchemy/query-orderby.html
8.35. SQLAlchemy Query Group Byhttps://www.python3.info/database/sqlalchemy/query-groupby.html
8.36. SQLAlchemy Query Subqueryhttps://www.python3.info/database/sqlalchemy/query-subquery.html
8.37. SQLAlchemy Query Unionhttps://www.python3.info/database/sqlalchemy/query-union.html
8.38. SQLAlchemy Query Joinhttps://www.python3.info/database/sqlalchemy/query-join.html
8.39. SQLAlchemy Query Counthttps://www.python3.info/database/sqlalchemy/query-count.html
8.40. SQLAlchemy Query Distincthttps://www.python3.info/database/sqlalchemy/query-distinct.html
8.41. SQLAlchemy Query Existshttps://www.python3.info/database/sqlalchemy/query-exists.html
8.42. SQLAlchemy Query Updatehttps://www.python3.info/database/sqlalchemy/query-update.html
8.43. SQLAlchemy Query Deletehttps://www.python3.info/database/sqlalchemy/query-delete.html
8.44. SQLAlchemy Query Executehttps://www.python3.info/database/sqlalchemy/query-execute.html
8.45. SQLAlchemy Query Debughttps://www.python3.info/database/sqlalchemy/query-debug.html
8.46. SQLAlchemy Query Profilehttps://www.python3.info/database/sqlalchemy/query-profile.html
8.47. SQLAlchemy Func Abouthttps://www.python3.info/database/sqlalchemy/func-about.html
8.48. SQLAlchemy Func Datehttps://www.python3.info/database/sqlalchemy/func-date.html
8.49. SQLAlchemy Func Grouphttps://www.python3.info/database/sqlalchemy/func-group.html
8.50. SQLAlchemy Func Numerichttps://www.python3.info/database/sqlalchemy/func-numeric.html
8.51. SQLAlchemy Func Counthttps://www.python3.info/database/sqlalchemy/func-string.html
8.52. SQLAlchemy Func Counthttps://www.python3.info/database/sqlalchemy/func-system.html
8.53. SQLAlchemy Extensionshttps://www.python3.info/database/sqlalchemy/extensions.html
8.54. SQLAlchemy Case Studyhttps://www.python3.info/database/sqlalchemy/casestudy.html
8.55. SQLAlchemy Use Caseshttps://www.python3.info/database/sqlalchemy/use-cases.html
9. Case Studyhttps://www.python3.info/database/index.html#case-study
9.1. Case Study ORMhttps://www.python3.info/database/casestudy/orm.html
9.2. Case Study Relationshiphttps://www.python3.info/database/casestudy/relationship.html
9.3. Case Study Authhttps://www.python3.info/database/casestudy/auth.html
https://www.python3.info#design-patterns
1. Abouthttps://www.python3.info/design-patterns/index.html
1.1. About Installhttps://www.python3.info/design-patterns/about/install/index.html
1.2. About Agendahttps://www.python3.info/design-patterns/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/design-patterns/about/tutorial.html
2. Introductionhttps://www.python3.info/design-patterns/index.html#introduction
2.1. About Introductionhttps://www.python3.info/design-patterns/introduction/about.html
3. UMLhttps://www.python3.info/design-patterns/index.html#uml
3.1. UML Abouthttps://www.python3.info/design-patterns/uml/about.html
3.2. UML PlantUMLhttps://www.python3.info/design-patterns/uml/tool-plantuml.html
3.3. UML Mermaidhttps://www.python3.info/design-patterns/uml/tool-mermaid.html
3.4. UML Attributeshttps://www.python3.info/design-patterns/uml/uml-attributes.html
3.5. UML Methodshttps://www.python3.info/design-patterns/uml/uml-methods.html
3.6. UML Access Modifiershttps://www.python3.info/design-patterns/uml/uml-modifiers.html
3.7. UML Relationshiphttps://www.python3.info/design-patterns/uml/uml-relationship.html
3.8. UML Noteshttps://www.python3.info/design-patterns/uml/uml-notes.html
3.9. UML Class Diagramhttps://www.python3.info/design-patterns/uml/diagram-class.html
3.10. UML Sequence Diagramhttps://www.python3.info/design-patterns/uml/diagram-sequence.html
4. Creationalhttps://www.python3.info/design-patterns/index.html#creational
4.1. Singletonhttps://www.python3.info/design-patterns/creational/singleton.html
4.2. Borghttps://www.python3.info/design-patterns/creational/borg.html
4.3. Factory Methodhttps://www.python3.info/design-patterns/creational/factorymethod.html
4.4. Abstract Factoryhttps://www.python3.info/design-patterns/creational/abstractfactory.html
4.5. Builderhttps://www.python3.info/design-patterns/creational/builder.html
4.6. Prototypehttps://www.python3.info/design-patterns/creational/prototype.html
5. Behavioralhttps://www.python3.info/design-patterns/index.html#behavioral
5.1. Iteratorhttps://www.python3.info/design-patterns/behavioral/iterator.html
5.2. Context Managerhttps://www.python3.info/design-patterns/behavioral/contextmanager.html
5.3. Mementohttps://www.python3.info/design-patterns/behavioral/memento.html
5.4. Statehttps://www.python3.info/design-patterns/behavioral/state.html
5.5. Strategyhttps://www.python3.info/design-patterns/behavioral/strategy.html
5.6. Observerhttps://www.python3.info/design-patterns/behavioral/observer.html
5.7. Commandhttps://www.python3.info/design-patterns/behavioral/command.html
5.8. Gatewayhttps://www.python3.info/design-patterns/behavioral/gateway.html
5.9. Template Methodhttps://www.python3.info/design-patterns/behavioral/templatemethod.html
5.10. Mediatorhttps://www.python3.info/design-patterns/behavioral/mediator.html
5.11. Chain of Responsibilityhttps://www.python3.info/design-patterns/behavioral/chainofresponsibility.html
5.12. Visitorhttps://www.python3.info/design-patterns/behavioral/visitor.html
5.13. Interpreterhttps://www.python3.info/design-patterns/behavioral/interpreter.html
5.14. State Machinehttps://www.python3.info/design-patterns/behavioral/statemachine.html
6. Structuralhttps://www.python3.info/design-patterns/index.html#structural
6.1. Decoratorhttps://www.python3.info/design-patterns/structural/decorator.html
6.2. Façadehttps://www.python3.info/design-patterns/structural/facade.html
6.3. Adapterhttps://www.python3.info/design-patterns/structural/adapter.html
6.4. Proxyhttps://www.python3.info/design-patterns/structural/proxy.html
6.5. Compositehttps://www.python3.info/design-patterns/structural/composite.html
6.6. Flyweighthttps://www.python3.info/design-patterns/structural/flyweight.html
6.7. Bridgehttps://www.python3.info/design-patterns/structural/bridge.html
7. Functionalhttps://www.python3.info/design-patterns/index.html#functional
7.1. FP Pattern Callbackhttps://www.python3.info/design-patterns/functional/callback.html
7.2. FP Pattern Pipehttps://www.python3.info/design-patterns/functional/pipe.html
7.3. FP Pattern MapReducehttps://www.python3.info/design-patterns/functional/mapreduce.html
7.4. FP Pattern Monadhttps://www.python3.info/design-patterns/functional/monad.html
7.5. FP Pattern Maybehttps://www.python3.info/design-patterns/functional/maybe.html
https://www.python3.info#numpy
1. Abouthttps://www.python3.info/numpy/index.html
1.1. About Installhttps://www.python3.info/numpy/about/install/index.html
1.2. About Agendahttps://www.python3.info/numpy/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/numpy/about/tutorial.html
2. Introductionhttps://www.python3.info/numpy/index.html#introduction
2.1. About Numpyhttps://www.python3.info/numpy/introduction/numpy.html
2.2. About Configurationhttps://www.python3.info/numpy/introduction/configuration.html
2.3. About Precisionhttps://www.python3.info/numpy/introduction/precision.html
2.4. About Constantshttps://www.python3.info/numpy/introduction/constants.html
2.5. About Structureshttps://www.python3.info/numpy/introduction/structures.html
3. Arrayhttps://www.python3.info/numpy/index.html#array
3.1. Array Createhttps://www.python3.info/numpy/array/create.html
3.2. Array Rangehttps://www.python3.info/numpy/array/range.html
3.3. Array Generatehttps://www.python3.info/numpy/array/generate.html
3.4. Array Create Recaphttps://www.python3.info/numpy/array/recap.html
3.5. Array Serializehttps://www.python3.info/numpy/array/serialization.html
3.6. Array Importhttps://www.python3.info/numpy/array/import.html
3.7. Array Exporthttps://www.python3.info/numpy/array/export.html
4. Attributeshttps://www.python3.info/numpy/index.html#attributes
4.1. Attributes DTypehttps://www.python3.info/numpy/attributes/dtype.html
4.2. Attributes Shapehttps://www.python3.info/numpy/attributes/shape.html
4.3. Attributes Valueshttps://www.python3.info/numpy/attributes/values.html
4.4. Attributes Datahttps://www.python3.info/numpy/attributes/data.html
5. Randomhttps://www.python3.info/numpy/index.html#random
5.1. Random Generatorhttps://www.python3.info/numpy/random/generator.html
5.2. Random Valueshttps://www.python3.info/numpy/random/values.html
5.3. Random Distributionshttps://www.python3.info/numpy/random/distributions.html
5.4. Random Drawhttps://www.python3.info/numpy/random/methods.html
6. Indexinghttps://www.python3.info/numpy/index.html#indexing
6.1. Indexing Getitemhttps://www.python3.info/numpy/indexing/getitem.html
6.2. Indexing Slicehttps://www.python3.info/numpy/indexing/slice.html
6.3. Indexing Axishttps://www.python3.info/numpy/indexing/axis.html
6.4. Indexing New Axishttps://www.python3.info/numpy/indexing/newaxis.html
6.5. Indexing Logichttps://www.python3.info/numpy/indexing/logic.html
6.6. Indexing Selecthttps://www.python3.info/numpy/indexing/select.html
6.7. Indexing Advancedhttps://www.python3.info/numpy/indexing/advancedindexing.html
7. Operationshttps://www.python3.info/numpy/index.html#operations
7.1. Operations Iterationhttps://www.python3.info/numpy/operations/iteration.html
7.2. Operations Arithmetichttps://www.python3.info/numpy/operations/arithmetic.html
7.3. Operations Broadcastinghttps://www.python3.info/numpy/operations/broadcasting.html
8. Methodshttps://www.python3.info/numpy/index.html#methods
8.1. Methods Roundhttps://www.python3.info/numpy/methods/round.html
8.2. Methods Sorthttps://www.python3.info/numpy/methods/sort.html
8.3. Methods Methodshttps://www.python3.info/numpy/methods/methods.html
8.4. Methods Concatenationhttps://www.python3.info/numpy/methods/concat.html
9. Statisticshttps://www.python3.info/numpy/index.html#statistics
9.1. Statistics Reductionhttps://www.python3.info/numpy/statistics/reduction.html
9.2. Statistics Descriptivehttps://www.python3.info/numpy/statistics/descriptive.html
10. Mathhttps://www.python3.info/numpy/index.html#math
10.1. Math Trigonometryhttps://www.python3.info/numpy/math/trigonometry.html
10.2. Math Linear Algebrahttps://www.python3.info/numpy/math/algebra.html
11. Polynomialhttps://www.python3.info/numpy/index.html#polynomial
11.1. Polynomial Abouthttps://www.python3.info/numpy/polynomial/about.html
https://www.python3.info#pandas
1. Abouthttps://www.python3.info/pandas/index.html
1.1. About Installhttps://www.python3.info/pandas/about/install/index.html
1.2. About Agendahttps://www.python3.info/pandas/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/pandas/about/tutorial.html
2. Introductionhttps://www.python3.info/pandas/index.html#introduction
2.1. About Pandashttps://www.python3.info/pandas/introduction/pandas.html
2.2. About Optionshttps://www.python3.info/pandas/introduction/setoption.html
2.3. About Typeshttps://www.python3.info/pandas/introduction/types.html
2.4. About Workflowhttps://www.python3.info/pandas/introduction/workflow.html
2.5. About Chaininghttps://www.python3.info/pandas/introduction/methodchaining.html
3. Readhttps://www.python3.info/pandas/index.html#read
3.1. Read Abouthttps://www.python3.info/pandas/read/about.html
3.2. Read CSVhttps://www.python3.info/pandas/read/csv.html
3.3. Read Excelhttps://www.python3.info/pandas/read/excel.html
3.4. Read JSONhttps://www.python3.info/pandas/read/json.html
3.5. Read Clipboardhttps://www.python3.info/pandas/read/clipboard.html
3.6. Read Stringhttps://www.python3.info/pandas/read/str.html
3.7. Read HTMLhttps://www.python3.info/pandas/read/html.html
3.8. Read Pythonhttps://www.python3.info/pandas/read/python.html
3.9. Read SQLhttps://www.python3.info/pandas/read/sql.html
3.10. Read Wordhttps://www.python3.info/pandas/read/word.html
3.11. Read PDFhttps://www.python3.info/pandas/read/pdf.html
3.12. Read XMLhttps://www.python3.info/pandas/read/xml.html
4. Tohttps://www.python3.info/pandas/index.html#to
4.1. To Abouthttps://www.python3.info/pandas/to/about.html
4.2. To CSVhttps://www.python3.info/pandas/to/csv.html
4.3. To JSONhttps://www.python3.info/pandas/to/json.html
4.4. To Picklehttps://www.python3.info/pandas/to/pickle.html
4.5. To SQLhttps://www.python3.info/pandas/to/sql.html
5. Serieshttps://www.python3.info/pandas/index.html#series
5.1. Series Abouthttps://www.python3.info/pandas/series/about.html
5.2. Series Createhttps://www.python3.info/pandas/series/create.html
5.3. Series Dtypeshttps://www.python3.info/pandas/series/dtypes.html
5.4. Series Attributeshttps://www.python3.info/pandas/series/attributes.html
5.5. Series Indexhttps://www.python3.info/pandas/series/index.html
5.6. Series Selecthttps://www.python3.info/pandas/series/select.html
5.7. Series Getitemhttps://www.python3.info/pandas/series/getitem.html
5.8. Series Slicehttps://www.python3.info/pandas/series/slice.html
5.9. Series NAhttps://www.python3.info/pandas/series/na.html
5.10. Series Alterhttps://www.python3.info/pandas/series/alter.html
5.11. Series Sorthttps://www.python3.info/pandas/series/sort.html
5.12. Series Arithmetichttps://www.python3.info/pandas/series/arithmetic.html
5.13. Series Arithmetichttps://www.python3.info/pandas/series/broadcasting.html
5.14. Series Statisticshttps://www.python3.info/pandas/series/statistics.html
5.15. Series Normalizationhttps://www.python3.info/pandas/series/normalization.html
5.16. Series Mappinghttps://www.python3.info/pandas/series/mapping.html
6. DataFramehttps://www.python3.info/pandas/index.html#dataframe
6.1. DataFrame Createhttps://www.python3.info/pandas/dataframe/create.html
6.2. DataFrame Attributeshttps://www.python3.info/pandas/dataframe/attributes.html
6.3. DataFrame Indexhttps://www.python3.info/pandas/dataframe/index.html
6.4. DataFrame Samplehttps://www.python3.info/pandas/dataframe/sample.html
6.5. DataFrame Getitemhttps://www.python3.info/pandas/dataframe/getitem.html
6.6. DataFrame Slicehttps://www.python3.info/pandas/dataframe/slice.html
6.7. DataFrame Athttps://www.python3.info/pandas/dataframe/at.html
6.8. DataFrame Lochttps://www.python3.info/pandas/dataframe/loc.html
6.9. DataFrame Selecthttps://www.python3.info/pandas/dataframe/select.html
6.10. DataFrame Queryhttps://www.python3.info/pandas/dataframe/query.html
6.11. DataFrame Updatehttps://www.python3.info/pandas/dataframe/update.html
6.12. DataFrame Alterhttps://www.python3.info/pandas/dataframe/alter.html
6.13. DataFrame NAhttps://www.python3.info/pandas/dataframe/na.html
6.14. DataFrame Sorthttps://www.python3.info/pandas/dataframe/sort.html
6.15. DataFrame Statisticshttps://www.python3.info/pandas/dataframe/statistics.html
6.16. DataFrame Rollinghttps://www.python3.info/pandas/dataframe/rolling.html
6.17. DataFrame Mappinghttps://www.python3.info/pandas/dataframe/mapping.html
6.18. DataFrame Pivothttps://www.python3.info/pandas/dataframe/pivot.html
6.19. DataFrame GroupByhttps://www.python3.info/pandas/dataframe/groupby.html
6.20. DataFrame Aggregationshttps://www.python3.info/pandas/dataframe/aggregations.html
6.21. DataFrame MultiIndexhttps://www.python3.info/pandas/dataframe/multiindex.html
6.22. DataFrame Joinhttps://www.python3.info/pandas/dataframe/join.html
6.23. DataFrame Plottinghttps://www.python3.info/pandas/dataframe/plot.html
7. Datehttps://www.python3.info/pandas/index.html#date
7.1. Date Typeshttps://www.python3.info/pandas/date/types.html
7.2. Date Timezonehttps://www.python3.info/pandas/date/timezone.html
7.3. Date Shiftshttps://www.python3.info/pandas/date/timedelta.html
7.4. Date Frequencyhttps://www.python3.info/pandas/date/frequency.html
7.5. Date Calendarhttps://www.python3.info/pandas/date/calendar.html
8. Case Studyhttps://www.python3.info/pandas/index.html#case-study
8.1. Case Study API Gmailhttps://www.python3.info/pandas/casestudy/api-gmail.html
8.2. Case Study CSV COVID19https://www.python3.info/pandas/casestudy/csv-covid19.html
8.3. Case Study CSV Martianhttps://www.python3.info/pandas/casestudy/csv-martian.html
8.4. Case Study CSV Phoneshttps://www.python3.info/pandas/casestudy/csv-phones.html
8.5. Case Study CSV Pizzeriahttps://www.python3.info/pandas/casestudy/csv-pizzeria.html
8.6. Case Study Excel Aquariushttps://www.python3.info/pandas/casestudy/excel-aquarius.html
8.7. Case Study Excel Sensorshttps://www.python3.info/pandas/casestudy/excel-sensors.html
8.8. Case Study HTML Apollo11https://www.python3.info/pandas/casestudy/html-apollo11.html
8.9. Case Study HTML Astronautshttps://www.python3.info/pandas/casestudy/html-astronauts.html
8.10. Case Study HTML Dahabhttps://www.python3.info/pandas/casestudy/html-dahab.html
8.11. Case Study HTML ESPNhttps://www.python3.info/pandas/casestudy/html-espn.html
8.12. Case Study HTML GDPhttps://www.python3.info/pandas/casestudy/html-gdp.html
8.13. Case Study HTML NBAhttps://www.python3.info/pandas/casestudy/html-nba.html
8.14. Case Study HTML Power Planthttps://www.python3.info/pandas/casestudy/html-powerplant.html
8.15. Case Study HTML Schedulehttps://www.python3.info/pandas/casestudy/html-schedule.html
8.16. Case Study HTML Kangurhttps://www.python3.info/pandas/casestudy/html-kangur.html
8.17. Case Study HTML Tablicehttps://www.python3.info/pandas/casestudy/html-tablice.html
8.18. Case Study HTML Talaryhttps://www.python3.info/pandas/casestudy/html-talary.html
8.19. Case Study JSON Airlyhttps://www.python3.info/pandas/casestudy/json-airly.html
8.20. Case Study JSON Coinbasehttps://www.python3.info/pandas/casestudy/json-coinbase.html
8.21. Case Study PDF ETollhttps://www.python3.info/pandas/casestudy/pdf-etoll.html
https://www.python3.info#matplotlib
1. Abouthttps://www.python3.info/matplotlib/index.html
1.1. About Installhttps://www.python3.info/matplotlib/about/install/index.html
1.2. About Agendahttps://www.python3.info/matplotlib/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/matplotlib/about/tutorial.html
2. Introductionhttps://www.python3.info/matplotlib/index.html#introduction
2.1. About Matplotlibhttps://www.python3.info/matplotlib/introduction/about.html
3. Figurehttps://www.python3.info/matplotlib/index.html#figure
3.1. Figure Plotshttps://www.python3.info/matplotlib/figure/plots.html
3.2. Figure Subplotshttps://www.python3.info/matplotlib/figure/subplot.html
3.3. Figure Stylehttps://www.python3.info/matplotlib/figure/styling.html
3.4. Figure Scaleshttps://www.python3.info/matplotlib/figure/scales.html
3.5. Figure Confighttps://www.python3.info/matplotlib/figure/config.html
3.6. Figure Interactivehttps://www.python3.info/matplotlib/figure/interactive.html
3.7. Figure Import/Exporthttps://www.python3.info/matplotlib/figure/import-export.html
3.8. Figure Multiple Figures and Plotshttps://www.python3.info/matplotlib/figure/multiple-figures.html
4. Stylehttps://www.python3.info/matplotlib/index.html#style
4.1. Style Abouthttps://www.python3.info/matplotlib/style/about.html
4.2. Style Basichttps://www.python3.info/matplotlib/style/basic.html
4.3. Style Advancedhttps://www.python3.info/matplotlib/style/advanced.html
4.4. Style Customizationhttps://www.python3.info/matplotlib/style/customization.html
4.5. Style Animationhttps://www.python3.info/matplotlib/style/animation.html
5. Charthttps://www.python3.info/matplotlib/index.html#chart
5.1. Chart Linehttps://www.python3.info/matplotlib/chart/plot.html
5.2. Chart Scatterhttps://www.python3.info/matplotlib/chart/scatter.html
5.3. Chart Barhttps://www.python3.info/matplotlib/chart/bar.html
5.4. Chart Histogramhttps://www.python3.info/matplotlib/chart/histogram.html
5.5. Chart Boxhttps://www.python3.info/matplotlib/chart/box.html
5.6. Chart Stackedhttps://www.python3.info/matplotlib/chart/stacked.html
5.7. Chart Piehttps://www.python3.info/matplotlib/chart/pie.html
5.8. Chart 3Dhttps://www.python3.info/matplotlib/chart/3d.html
6. Case Studyhttps://www.python3.info/matplotlib/index.html#case-study
6.1. Case Study Abouthttps://www.python3.info/matplotlib/casestudy/about.html
6.2. Case Study Exampleshttps://www.python3.info/matplotlib/casestudy/example.html
6.3. Case Study Lifecyclehttps://www.python3.info/matplotlib/casestudy/lifecycle.html
6.4. Case Study ISShttps://www.python3.info/matplotlib/casestudy/case-studies.html
https://www.python3.info#stdlib
1. Moduleshttps://www.python3.info/stdlib/index.html
1.1. Module Toolshttps://www.python3.info/stdlib/modules/tools.html
1.2. Module Distributinghttps://www.python3.info/stdlib/modules/distributing.html
2. Collectionshttps://www.python3.info/stdlib/index.html#collections
2.1. Collections Defaultdicthttps://www.python3.info/stdlib/collections/defaultdict.html
3. Mathhttps://www.python3.info/stdlib/index.html#math
3.1. Math Basehttps://www.python3.info/stdlib/math/base.html
3.2. Math Precisionhttps://www.python3.info/stdlib/math/precision.html
3.3. Math Stdlibhttps://www.python3.info/stdlib/math/math.html
3.4. Math Statisticshttps://www.python3.info/stdlib/math/statistics.html
3.5. Math Fractionshttps://www.python3.info/stdlib/math/fractions.html
3.6. Math Complex Numbershttps://www.python3.info/stdlib/math/complex.html
4. Localehttps://www.python3.info/stdlib/index.html#locale
4.1. Locale Abouthttps://www.python3.info/stdlib/locale/about.html
4.2. Locale i18nhttps://www.python3.info/stdlib/locale/i18n.html
4.3. Locale l10nhttps://www.python3.info/stdlib/locale/l10n.html
4.4. Locale Encodinghttps://www.python3.info/stdlib/locale/encoding.html
4.5. Locale Enumshttps://www.python3.info/stdlib/locale/enums.html
5. XMLhttps://www.python3.info/stdlib/index.html#xml
5.1. XML Parsing HTMLhttps://www.python3.info/stdlib/xml/html.html
5.2. XML Module lxmlhttps://www.python3.info/stdlib/xml/lxml.html
5.3. XML Stdlibhttps://www.python3.info/stdlib/xml/xml.html
5.4. XML Namespacehttps://www.python3.info/stdlib/xml/namespace.html
5.5. XML XPATHhttps://www.python3.info/stdlib/xml/xpath.html
5.6. XML XSLThttps://www.python3.info/stdlib/xml/xslt.html
6. Operating Systemhttps://www.python3.info/stdlib/index.html#operating-system
6.1. OS Tempfilehttps://www.python3.info/stdlib/operating-system/tempfile.html
6.2. OS Interpreterhttps://www.python3.info/stdlib/operating-system/about.html
6.3. OS Commandline Argumentshttps://www.python3.info/stdlib/operating-system/argparse.html
6.4. OS Operating Systemhttps://www.python3.info/stdlib/operating-system/os.html
6.5. OS Pathlibhttps://www.python3.info/stdlib/operating-system/pathlib.html
7. Stringhttps://www.python3.info/stdlib/index.html#string
7.1. Unicodehttps://www.python3.info/stdlib/string/unicode.html
7.2. String Templatehttps://www.python3.info/stdlib/string/template.html
7.3. String Printhttps://www.python3.info/stdlib/string/print.html
8. Builtinhttps://www.python3.info/stdlib/index.html#builtin
8.1. Builtin Functionshttps://www.python3.info/stdlib/builtin/function.html
8.2. Builtin Keywordshttps://www.python3.info/stdlib/builtin/keyword.html
8.3. Builtin Libraryhttps://www.python3.info/stdlib/builtin/operator.html
8.4. Builtin Frozensethttps://www.python3.info/stdlib/builtin/frozenset.html
8.5. Builtin Iterhttps://www.python3.info/stdlib/builtin/iter.html
8.6. Builtin Nexthttps://www.python3.info/stdlib/builtin/next.html
8.7. Builtin Abshttps://www.python3.info/stdlib/builtin/abs.html
8.8. Builtin Asciihttps://www.python3.info/stdlib/builtin/ascii.html
8.9. Builtin Breakpointhttps://www.python3.info/stdlib/builtin/breakpoint.html
8.10. Builtin Chrhttps://www.python3.info/stdlib/builtin/chr.html
8.11. Builtin Divmodhttps://www.python3.info/stdlib/builtin/divmod.html
8.12. Builtin Idhttps://www.python3.info/stdlib/builtin/id.html
8.13. Builtin Isinstancehttps://www.python3.info/stdlib/builtin/isinstance.html
8.14. Builtin Lenhttps://www.python3.info/stdlib/builtin/len.html
8.15. Builtin Localshttps://www.python3.info/stdlib/builtin/locals.html
8.16. Builtin Ordhttps://www.python3.info/stdlib/builtin/ord.html
8.17. Builtin Reducehttps://www.python3.info/stdlib/builtin/reduce.html
8.18. Builtin Typehttps://www.python3.info/stdlib/builtin/type.html
9. Typehttps://www.python3.info/stdlib/index.html#type
9.1. Type Frozensethttps://www.python3.info/stdlib/type/frozenset.html
9.2. Type Bytearrayhttps://www.python3.info/stdlib/type/bytearray.html
9.3. Type Byteshttps://www.python3.info/stdlib/type/bytes.html
9.4. Type Arrayhttps://www.python3.info/stdlib/type/array.html
10. Loophttps://www.python3.info/stdlib/index.html#loop
10.1. Loop Else Forhttps://www.python3.info/stdlib/loop/else-for.html
10.2. Loop Else Whilehttps://www.python3.info/stdlib/loop/else-while.html
11. TkInterhttps://www.python3.info/stdlib/index.html#tkinter
11.1. TkInter Abouthttps://www.python3.info/stdlib/tkinter/about.html
https://www.python3.info#network
1. Abouthttps://www.python3.info/network/index.html
1.1. About Installhttps://www.python3.info/network/about/install/index.html
1.2. About Agendahttps://www.python3.info/network/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/network/about/tutorial.html
1.4. About Entry Testhttps://www.python3.info/network/about/entrytest.html
2. Protocolhttps://www.python3.info/network/index.html#protocol
2.1. Protocol FTPhttps://www.python3.info/network/protocol/ftp.html
2.2. Protocol IMAPhttps://www.python3.info/network/protocol/imap.html
2.3. Protocol SMTPhttps://www.python3.info/network/protocol/smtp.html
2.4. Protocol POP3https://www.python3.info/network/protocol/pop3.html
2.5. Protocol LDAPhttps://www.python3.info/network/protocol/ldap.html
2.6. Protocol SSHhttps://www.python3.info/network/protocol/ssh.html
2.7. Protocol DNShttps://www.python3.info/network/protocol/dns.html
3. Webhttps://www.python3.info/network/index.html#web
3.1. Web Stdlibhttps://www.python3.info/network/web/stdlib.html
3.2. Web Requestshttps://www.python3.info/network/web/requests.html
3.3. Web Scrappinghttps://www.python3.info/network/web/scrapping.html
3.4. Web Frameworkshttps://www.python3.info/network/web/frameworks.html
3.5. Web FastAPIhttps://www.python3.info/network/web/fastapi.html
3.6. Web Jinjahttps://www.python3.info/network/web/jinja.html
3.7. Web PaaShttps://www.python3.info/network/web/paas.html
3.8. Web Asynchttps://www.python3.info/network/web/async.html
3.9. Web SOAP and WSDLhttps://www.python3.info/network/web/soap-wsdl.html
4. Transporthttps://www.python3.info/network/index.html#transport
4.1. Transport OSI Modelhttps://www.python3.info/network/transport/osi-model.html
4.2. Transport Interfaceshttps://www.python3.info/network/transport/interfaces.html
4.3. Transport Routinghttps://www.python3.info/network/transport/routing.html
4.4. Transport Sockethttps://www.python3.info/network/transport/socket.html
4.5. Transport SSLhttps://www.python3.info/network/transport/ssl.html
4.6. Transport IPv4/IPv6https://www.python3.info/network/transport/ip.html
4.7. Transport TCP/UDPhttps://www.python3.info/network/transport/tcp-udp.html
4.8. Transport scapyhttps://www.python3.info/network/transport/scapy.html
4.9. Transport 3rd Party Librarieshttps://www.python3.info/network/transport/libraries.html
5. Case Studyhttps://www.python3.info/network/index.html#case-study
5.1. Case Study Mini Botnethttps://www.python3.info/network/case-study/botnet.html
https://www.python3.info#webapps
1. Abouthttps://www.python3.info/webapp/index.html
1.1. About Installhttps://www.python3.info/webapp/about/install/index.html
1.2. About Agendahttps://www.python3.info/webapp/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/webapp/about/tutorial.html
1.4. About Entry Testhttps://www.python3.info/webapp/about/entrytest.html
2. HTTPhttps://www.python3.info/webapp/index.html#http
2.1. HTTP Abouthttps://www.python3.info/webapp/http/about.html
2.2. HTTP Methodhttps://www.python3.info/webapp/http/method.html
2.3. HTTP Headerhttps://www.python3.info/webapp/http/header.html
2.4. HTTP MIME Typeshttps://www.python3.info/webapp/http/mimetype.html
2.5. HTTP Statushttps://www.python3.info/webapp/http/status.html
2.6. HTTP 2.0https://www.python3.info/webapp/http/http2.html
2.7. HTTP Certificatehttps://www.python3.info/webapp/http/certificate.html
2.8. HTTP Gateway Interfacehttps://www.python3.info/webapp/http/gateway-interface.html
3. RESThttps://www.python3.info/webapp/index.html#rest
3.1. REST Versioninghttps://www.python3.info/webapp/rest/versioning.html
3.2. REST Identifierhttps://www.python3.info/webapp/rest/identifier.html
4. Architecturehttps://www.python3.info/webapp/index.html#architecture
4.1. Microservices Abouthttps://www.python3.info/webapp/architecture/about.html
4.2. Microservices Architecturehttps://www.python3.info/webapp/architecture/architecture-about.html
4.3. Microservices Distributed Systemshttps://www.python3.info/webapp/architecture/architecture-distributed.html
4.4. Microservices Reactivehttps://www.python3.info/webapp/architecture/architecture-reactive.html
4.5. Microservices Cloudhttps://www.python3.info/webapp/architecture/architecture-cloud.html
4.6. Microservices APIhttps://www.python3.info/webapp/architecture/architecture-api.html
4.7. Microservices Problemshttps://www.python3.info/webapp/architecture/architecture-problems.html
4.8. Microservices Eventhttps://www.python3.info/webapp/architecture/architecture-events.html
4.9. WebApp Lifecyclehttps://www.python3.info/webapp/architecture/service-lifecycle.html
4.10. Microservices Choreographyhttps://www.python3.info/webapp/architecture/service-choreography.html
4.11. Microservices Discoveryhttps://www.python3.info/webapp/architecture/service-discovery.html
4.12. WebApp Runtimehttps://www.python3.info/webapp/architecture/service-runtime.html
4.13. Microservices Databasehttps://www.python3.info/webapp/architecture/service-database.html
4.14. Microservices Good Practiceshttps://www.python3.info/webapp/architecture/good-practices.html
5. Authhttps://www.python3.info/webapp/index.html#auth
5.1. Auth Basichttps://www.python3.info/webapp/auth/basic.html
5.2. Auth JWThttps://www.python3.info/webapp/auth/json-web-token.html
5.3. Auth Passkeyhttps://www.python3.info/webapp/auth/passkey.html
https://www.python3.info#django
1. Abouthttps://www.python3.info/django/index.html
1.1. About Installhttps://www.python3.info/django/about/install/index.html
1.2. About Agendahttps://www.python3.info/django/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/django/about/tutorial.html
2. Introductionhttps://www.python3.info/django/index.html#introduction
2.1. About Introductionhttps://www.python3.info/django/introduction/about.html
2.2. About Architecturehttps://www.python3.info/django/introduction/architecture.html
2.3. About Versionshttps://www.python3.info/django/introduction/versions.html
3. Setuphttps://www.python3.info/django/index.html#setup
3.1. Setup Install Djangohttps://www.python3.info/django/setup/install.html
3.2. Setup Start Projecthttps://www.python3.info/django/setup/startproject.html
3.3. Setup Start Apphttps://www.python3.info/django/setup/startapp.html
3.4. Setup Run Serverhttps://www.python3.info/django/setup/runserver.html
3.5. Setup Run Configurationhttps://www.python3.info/django/setup/run-configuration.html
4. Settingshttps://www.python3.info/django/index.html#settings
4.1. Settings Abouthttps://www.python3.info/django/settings/about.html
4.2. Settings Databaseshttps://www.python3.info/django/settings/databases.html
4.3. Settings Logginghttps://www.python3.info/django/settings/logging.html
4.4. Settings Cacheshttps://www.python3.info/django/settings/caches.html
4.5. Settings Securityhttps://www.python3.info/django/settings/security.html
5. Modelshttps://www.python3.info/django/index.html#models
5.1. Models Abouthttps://www.python3.info/django/models/about.html
5.2. Models Field Stringhttps://www.python3.info/django/models/field-string.html
5.3. Models Field Numerichttps://www.python3.info/django/models/field-numeric.html
5.4. Models Field Logichttps://www.python3.info/django/models/field-logic.html
5.5. Models Field Datehttps://www.python3.info/django/models/field-date.html
5.6. Models Field Choiceshttps://www.python3.info/django/models/field-choices.html
5.7. Models Field Storagehttps://www.python3.info/django/models/field-storage.html
5.8. Models Field Specialhttps://www.python3.info/django/models/field-special.html
5.9. Models Field Relationhttps://www.python3.info/django/models/field-relations.html
5.10. Models Field Customhttps://www.python3.info/django/models/field-custom.html
5.11. Models Method Propertyhttps://www.python3.info/django/models/method-property.html
5.12. Models Method Staticmethodhttps://www.python3.info/django/models/method-staticmethod.html
5.13. Models Method Classmethodhttps://www.python3.info/django/models/method-classmethod.html
5.14. Models Method Cleanhttps://www.python3.info/django/models/method-clean.html
5.15. Models Method Savehttps://www.python3.info/django/models/method-save.html
5.16. Models Migrationhttps://www.python3.info/django/models/model-migration.html
5.17. Models Managerhttps://www.python3.info/django/models/model-manager.html
5.18. Models Abstracthttps://www.python3.info/django/models/model-abstract.html
5.19. Models Directoryhttps://www.python3.info/django/models/model-directory.html
5.20. Models Use Casehttps://www.python3.info/django/models/use-case.html
6. Datahttps://www.python3.info/django/index.html#data
6.1. Data Apphttps://www.python3.info/django/data/app.html
6.2. Data Modelhttps://www.python3.info/django/data/model.html
6.3. Data Importhttps://www.python3.info/django/data/import.html
6.4. Data Backuphttps://www.python3.info/django/data/backup.html
7. Adminhttps://www.python3.info/django/index.html#admin
7.1. Admin Abouthttps://www.python3.info/django/admin/about.html
7.2. Admin Listhttps://www.python3.info/django/admin/list.html
7.3. Admin Edithttps://www.python3.info/django/admin/edit.html
7.4. Admin Inlineshttps://www.python3.info/django/admin/inlines.html
7.5. Admin Filtershttps://www.python3.info/django/admin/filters.html
7.6. Admin Actionshttps://www.python3.info/django/admin/actions.html
7.7. Admin Mediahttps://www.python3.info/django/admin/media.html
7.8. Admin Abstracthttps://www.python3.info/django/admin/abstract.html
7.9. Admin Widgethttps://www.python3.info/django/admin/widget.html
7.10. Admin Formhttps://www.python3.info/django/admin/form.html
7.11. Admin Templateshttps://www.python3.info/django/admin/templates.html
8. ORMhttps://www.python3.info/django/index.html#orm
8.1. ORM Abouthttps://www.python3.info/django/orm/about.html
8.2. ORM QuerySethttps://www.python3.info/django/orm/queryset.html
8.3. ORM Createhttps://www.python3.info/django/orm/create.html
8.4. ORM Updatehttps://www.python3.info/django/orm/update.html
8.5. ORM Deletehttps://www.python3.info/django/orm/delete.html
8.6. ORM Allhttps://www.python3.info/django/orm/all.html
8.7. ORM Gethttps://www.python3.info/django/orm/get.html
8.8. ORM Filterhttps://www.python3.info/django/orm/filter.html
8.9. ORM Lookuphttps://www.python3.info/django/orm/lookup.html
8.10. ORM Qhttps://www.python3.info/django/orm/q.html
8.11. ORM Fhttps://www.python3.info/django/orm/f.html
8.12. ORM Annotatehttps://www.python3.info/django/orm/annotate.html
8.13. ORM Functionshttps://www.python3.info/django/orm/functions.html
8.14. ORM Aggregatehttps://www.python3.info/django/orm/aggregate.html
8.15. ORM Complexhttps://www.python3.info/django/orm/complex.html
9. Viewshttps://www.python3.info/django/index.html#views
9.1. Views Abouthttps://www.python3.info/django/views/about.html
9.2. Views URLshttps://www.python3.info/django/views/urls.html
9.3. Views Templatehttps://www.python3.info/django/views/template.html
9.4. Views Listhttps://www.python3.info/django/views/list.html
9.5. Views Detailhttps://www.python3.info/django/views/detail.html
9.6. Views Redirecthttps://www.python3.info/django/views/redirect.html
9.7. Views Edithttps://www.python3.info/django/views/edit.html
9.8. Views Edithttps://www.python3.info/django/views/form.html
9.9. Views Viewhttps://www.python3.info/django/views/view.html
9.10. Views Decoratorshttps://www.python3.info/django/views/decorators.html
9.11. Views Permissionshttps://www.python3.info/django/views/permissions.html
9.12. Views Asynchttps://www.python3.info/django/views/async.html
10. Templateshttps://www.python3.info/django/index.html#templates
10.1. Templates Abouthttps://www.python3.info/django/templates/about.html
10.2. Templates Reverse URLhttps://www.python3.info/django/templates/reverse.html
10.3. Templates Static Fileshttps://www.python3.info/django/templates/staticfiles.html
11. Templatetagshttps://www.python3.info/django/index.html#templatetags
11.1. Templatetags Filterhttps://www.python3.info/django/templatetags/filter.html
11.2. Templatetags SimpleTaghttps://www.python3.info/django/templatetags/simpletag.html
11.3. Templatetags InclusionTaghttps://www.python3.info/django/templatetags/inclusion.html
12. Formshttps://www.python3.info/django/index.html#forms
12.1. Forms Abouthttps://www.python3.info/django/forms/about.html
12.2. Forms Formhttps://www.python3.info/django/forms/form.html
12.3. Forms Cleanhttps://www.python3.info/django/forms/clean.html
12.4. Forms Modelhttps://www.python3.info/django/forms/model.html
12.5. Forms Widgetshttps://www.python3.info/django/forms/widgets.html
13. Managehttps://www.python3.info/django/index.html#manage
13.1. Manage Abouthttps://www.python3.info/django/manage/about.html
13.2. Manage Databasehttps://www.python3.info/django/manage/database.html
13.3. Manage Datahttps://www.python3.info/django/manage/data.html
13.4. Manage Translationhttps://www.python3.info/django/manage/locale.html
13.5. Manage Customhttps://www.python3.info/django/manage/custom.html
14. Middlewarehttps://www.python3.info/django/index.html#middleware
14.1. Middleware Abouthttps://www.python3.info/django/middleware/about.html
14.2. Middleware Customhttps://www.python3.info/django/middleware/custom.html
15. Localehttps://www.python3.info/django/index.html#locale
15.1. Locale Formatshttps://www.python3.info/django/locale/formats.html
15.2. Locale Timezonehttps://www.python3.info/django/locale/timezone.html
15.3. Locale Translationhttps://www.python3.info/django/locale/translation.html
15.4. Locale JavaScripthttps://www.python3.info/django/locale/javascript.html
16. Utilshttps://www.python3.info/django/index.html#utils
16.1. Utils Scriptshttps://www.python3.info/django/utils/scripts.html
16.2. Utils Signalshttps://www.python3.info/django/utils/signals.html
17. Authhttps://www.python3.info/django/index.html#auth
17.1. Auth Userhttps://www.python3.info/django/auth/user.html
18. APIhttps://www.python3.info/django/index.html#api
18.1. API Abouthttps://www.python3.info/django/api/about.html
18.2. HTTP Identifiershttps://www.python3.info/django/api/identifiers.html
18.3. HTTP Headerhttps://www.python3.info/django/api/headers.html
18.4. HTTP Statuseshttps://www.python3.info/django/api/statuses.html
18.5. API RESThttps://www.python3.info/django/api/rest.html
18.6. HTTP Methodshttps://www.python3.info/django/api/methods.html
18.7. API Authhttps://www.python3.info/django/api/auth.html
18.8. API Permissionshttps://www.python3.info/django/api/permissions.html
18.9. HTTP CORShttps://www.python3.info/django/api/cors.html
19. Ninjahttps://www.python3.info/django/index.html#ninja
19.1. Ninja Abouthttps://www.python3.info/django/ninja/about.html
19.2. Ninja GEThttps://www.python3.info/django/ninja/get.html
19.3. Ninja POSThttps://www.python3.info/django/ninja/post.html
19.4. Ninja PUThttps://www.python3.info/django/ninja/put.html
19.5. Ninja DELETEhttps://www.python3.info/django/ninja/delete.html
19.6. Ninja Paginationhttps://www.python3.info/django/ninja/pagination.html
19.7. Ninja Authhttps://www.python3.info/django/ninja/auth.html
19.8. Ninja Testshttps://www.python3.info/django/ninja/tests.html
20. Testshttps://www.python3.info/django/index.html#tests
20.1. Tests Abouthttps://www.python3.info/django/tests/about.html
20.2. Tests Runhttps://www.python3.info/django/tests/run.html
20.3. Tests Formshttps://www.python3.info/django/tests/test-forms.html
20.4. Tests Modelshttps://www.python3.info/django/tests/test-models.html
20.5. Tests Templateshttps://www.python3.info/django/tests/test-templates.html
20.6. Tests Urlshttps://www.python3.info/django/tests/test-urls.html
20.7. Tests Viewshttps://www.python3.info/django/tests/test-views.html
20.8. Tests Fixtureshttps://www.python3.info/django/tests/fixtures.html
20.9. Tests Jetbrains HTTPClienthttps://www.python3.info/django/tests/jetbrains-httpclient.html
20.10. Test Smoke Testinghttps://www.python3.info/django/tests/smoke-testing.html
20.11. Tests Use Casehttps://www.python3.info/django/tests/use-case.html
20.12. Tests CI/CDhttps://www.python3.info/django/tests/ci-cd.html
21. Appshttps://www.python3.info/django/index.html#apps
21.1. Django Debug Toolbarhttps://www.python3.info/django/apps/django-debug-toolbar.html
21.2. Django Extensionshttps://www.python3.info/django/apps/django-extensions.html
21.3. Django Emoji Pickerhttps://www.python3.info/django/apps/django-emoji-picker.html
21.4. Django Import/Exporthttps://www.python3.info/django/apps/django-import-export.html
21.5. Django Grappellihttps://www.python3.info/django/apps/django-grappelli.html
21.6. Django Channelshttps://www.python3.info/django/apps/django-channels.html
21.7. Django Celeryhttps://www.python3.info/django/apps/django-celery.html
21.8. Django LDAPhttps://www.python3.info/django/apps/django-ldap.html
22. Deployhttps://www.python3.info/django/index.html#deploy
22.1. Deploy Herokuhttps://www.python3.info/django/deploy/heroku.html
22.2. Deploy Gunicorn and Dockerhttps://www.python3.info/django/deploy/gunicorn-docker.html
22.3. Deploy Nginx and uWSGIhttps://www.python3.info/django/deploy/uwsgi-nginx.html
22.4. Deploy Progressive Web Appshttps://www.python3.info/django/deploy/progressive-web-apps.html
https://www.python3.info#fastapi
1. Abouthttps://www.python3.info/fastapi/index.html
1.1. About Installhttps://www.python3.info/fastapi/about/install/index.html
1.2. About Agendahttps://www.python3.info/fastapi/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/fastapi/about/tutorial.html
2. Introductionhttps://www.python3.info/fastapi/index.html#introduction
2.1. About FastAPIhttps://www.python3.info/fastapi/introduction/about.html
2.2. About Further Readinghttps://www.python3.info/fastapi/introduction/further-reading.html
3. FastAPIhttps://www.python3.info/fastapi/index.html#fastapi
3.1. FastAPI Abouthttps://www.python3.info/fastapi/fastapi/about-fastapi.html
3.2. FastAPI Installhttps://www.python3.info/fastapi/fastapi/about-install.html
3.3. FastAPI Architecturehttps://www.python3.info/fastapi/fastapi/about-architecture.html
3.4. FastAPI Schemahttps://www.python3.info/fastapi/fastapi/docs-schema.html
3.5. FastAPI Documentationhttps://www.python3.info/fastapi/fastapi/docs-openapi.html
3.6. FastAPI GEThttps://www.python3.info/fastapi/fastapi/http-get.html
3.7. FastAPI POSThttps://www.python3.info/fastapi/fastapi/http-post.html
3.8. FastAPI Statushttps://www.python3.info/fastapi/fastapi/http-status.html
3.9. FastAPI Cookieshttps://www.python3.info/fastapi/fastapi/http-cookies.html
3.10. FastAPI Headershttps://www.python3.info/fastapi/fastapi/http-headers.html
3.11. FastAPI Fileshttps://www.python3.info/fastapi/fastapi/http-files.html
3.12. FastAPI WebSocketshttps://www.python3.info/fastapi/fastapi/http-websockets.html
3.13. FastAPI Confighttps://www.python3.info/fastapi/fastapi/framework-config.html
3.14. FastAPI Dependencieshttps://www.python3.info/fastapi/fastapi/framework-dependencies.html
3.15. FastAPI Routershttps://www.python3.info/fastapi/fastapi/framework-routers.html
3.16. FastAPI Middlewarehttps://www.python3.info/fastapi/fastapi/framework-middleware.html
3.17. FastAPI Background Taskshttps://www.python3.info/fastapi/fastapi/framework-backgroundtask.html
4. Pydantichttps://www.python3.info/fastapi/index.html#pydantic
4.1. Pydantic Modelshttps://www.python3.info/fastapi/pydantic/models.html
4.2. Pydantic Schemahttps://www.python3.info/fastapi/pydantic/schema.html
4.3. Pydantic Types Stdlibhttps://www.python3.info/fastapi/pydantic/types-stdlib.html
4.4. Pydantic Types Customhttps://www.python3.info/fastapi/pydantic/types-pydantic.html
4.5. Pydantic Types Constrainedhttps://www.python3.info/fastapi/pydantic/types-constrained.html
4.6. Pydantic Validatorhttps://www.python3.info/fastapi/pydantic/validator.html
4.7. Pydantic Settingshttps://www.python3.info/fastapi/pydantic/settings.html
5. Databasehttps://www.python3.info/fastapi/index.html#database
5.1. Database ORMhttps://www.python3.info/fastapi/database/orm.html
5.2. Database Authhttps://www.python3.info/fastapi/database/auth.html
5.3. Database User Createhttps://www.python3.info/fastapi/database/async.html
5.4. Database Relationshiphttps://www.python3.info/fastapi/database/relationship.html
5.5. Database NoSQLhttps://www.python3.info/fastapi/database/nosql.html
6. Authhttps://www.python3.info/fastapi/index.html#auth
6.1. Auth Basichttps://www.python3.info/fastapi/auth/basic.html
6.2. Auth JSON Web Tokenhttps://www.python3.info/fastapi/auth/json-web-token.html
7. DevOpshttps://www.python3.info/fastapi/index.html#devops
7.1. DevOps Test Synchttps://www.python3.info/fastapi/devops/fastapi-test-sync.html
7.2. DevOps Test Asynchttps://www.python3.info/fastapi/devops/fastapi-test-async.html
7.3. DevOps Dockerhttps://www.python3.info/fastapi/devops/docker.html
8. Case Studyhttps://www.python3.info/fastapi/index.html#case-study
8.1. Case Study Examplehttps://www.python3.info/fastapi/casestudy/example.html
https://www.python3.info#data-science
1. Abouthttps://www.python3.info/data-science/index.html
1.1. About Installhttps://www.python3.info/data-science/about/install/index.html
1.2. About Agendahttps://www.python3.info/data-science/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/data-science/about/tutorial.html
2. Jupyterhttps://www.python3.info/data-science/index.html#jupyter
2.1. Jupyter Abouthttps://www.python3.info/data-science/jupyter/about.html
3. Pythonhttps://www.python3.info/data-science/index.html#python
3.1. Python Syntaxhttps://www.python3.info/data-science/python/syntax.html
3.2. Python Typeshttps://www.python3.info/data-science/python/types.html
3.3. Python Sequenceshttps://www.python3.info/data-science/python/sequences.html
3.4. Python Mappingshttps://www.python3.info/data-science/python/mappings.html
3.5. Python Conditionalshttps://www.python3.info/data-science/python/conditionals.html
3.6. Python Loopshttps://www.python3.info/data-science/python/loops.html
3.7. Python Control Flowhttps://www.python3.info/data-science/python/control-flow.html
3.8. Python Functionshttps://www.python3.info/data-science/python/functions.html
3.9. Python OOPhttps://www.python3.info/data-science/python/oop.html
3.10. Python Moduleshttps://www.python3.info/data-science/python/modules.html
3.11. Python Mathhttps://www.python3.info/data-science/python/math.html
3.12. Python Serializationhttps://www.python3.info/data-science/python/serialization.html
3.13. Python Performancehttps://www.python3.info/data-science/python/performance.html
4. Visualizationhttps://www.python3.info/data-science/index.html#visualization
4.1. Visualization Matplotlibhttps://www.python3.info/data-science/visualization/matplotlib.html
4.2. Visualization Bokehhttps://www.python3.info/data-science/visualization/bokeh.html
4.3. Visualization Seabornhttps://www.python3.info/data-science/visualization/seaborn.html
4.4. Visualization Plotlyhttps://www.python3.info/data-science/visualization/plotly.html
4.5. Visualization Graphshttps://www.python3.info/data-science/visualization/graphs.html
5. Scipyhttps://www.python3.info/data-science/index.html#scipy
5.1. SciPy Abouthttps://www.python3.info/data-science/scipy/about.html
6. Geopandashttps://www.python3.info/data-science/index.html#geopandas
6.1. About Geopandashttps://www.python3.info/data-science/geopandas/about.html
https://www.python3.info#machine-learning
1. Abouthttps://www.python3.info/machine-learning/index.html
1.1. About Installhttps://www.python3.info/machine-learning/about/install/index.html
1.2. About Agendahttps://www.python3.info/machine-learning/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/machine-learning/about/tutorial.html
2. Introductionhttps://www.python3.info/machine-learning/index.html#introduction
2.1. What is Data?https://www.python3.info/machine-learning/introduction/data.html
2.2. Basic Statisticshttps://www.python3.info/machine-learning/introduction/statistics.html
2.3. Machine Learning Introductionhttps://www.python3.info/machine-learning/introduction/machine-learning.html
2.4. Glossaryhttps://www.python3.info/machine-learning/introduction/glossary.html
2.5. Datasetshttps://www.python3.info/machine-learning/introduction/datasets.html
2.6. Machine Learning Algorithmshttps://www.python3.info/machine-learning/introduction/algorithms.html
2.7. Featureshttps://www.python3.info/machine-learning/introduction/features.html
2.8. Classifiershttps://www.python3.info/machine-learning/introduction/classifiers.html
3. Sklearnhttps://www.python3.info/machine-learning/index.html#sklearn
3.1. scikit-learnhttps://www.python3.info/machine-learning/sklearn/sklearn.html
4. Model Qualityhttps://www.python3.info/machine-learning/index.html#model-quality
4.1. Model Qualityhttps://www.python3.info/machine-learning/model-quality/model-quality.html
4.2. Principal Component Analysishttps://www.python3.info/machine-learning/model-quality/principal-component-analysis.html
5. Decision Treeshttps://www.python3.info/machine-learning/index.html#decision-trees
5.1. Decision Treehttps://www.python3.info/machine-learning/tree/decision-tree.html
6. Regressionshttps://www.python3.info/machine-learning/index.html#regressions
6.1. Linear Regressionhttps://www.python3.info/machine-learning/regression/linear.html
6.2. Logistic Regressionhttps://www.python3.info/machine-learning/regression/logistics.html
7. K-Nearest Neighborshttps://www.python3.info/machine-learning/index.html#k-nearest-neighbors
7.1. K Nearest Neighborshttps://www.python3.info/machine-learning/knn/k-nearest-neighbors.html
8. Bayeshttps://www.python3.info/machine-learning/index.html#bayes
8.1. Naive Bayeshttps://www.python3.info/machine-learning/bayes/naive.html
9. Support Vector Machineshttps://www.python3.info/machine-learning/index.html#support-vector-machines
9.1. Support Vector Machineshttps://www.python3.info/machine-learning/svm/support-vector-machines.html
10. Clusteringhttps://www.python3.info/machine-learning/index.html#clustering
10.1. K-Means Clusteringhttps://www.python3.info/machine-learning/clustering/k-means.html
11. Neural Networkshttps://www.python3.info/machine-learning/index.html#neural-networks
11.1. Deep Neural Networkhttps://www.python3.info/machine-learning/neural-network/deep.html
11.2. Convolutional Neural Networkhttps://www.python3.info/machine-learning/neural-network/convolutional.html
12. Referenceshttps://www.python3.info/machine-learning/index.html#references
12.1. Referenceshttps://www.python3.info/machine-learning/introduction/references.html
13. Articleshttps://www.python3.info/machine-learning/index.html#articles
13.1. Machine Learning Introductionhttps://www.python3.info/machine-learning/_blog/ml-introduction.html
13.2. Noteshttps://www.python3.info/machine-learning/_blog/various-notes.html
https://www.python3.info#artificial-intelligence
1. Abouthttps://www.python3.info/ai/index.html
1.1. About Installhttps://www.python3.info/ai/about/install/index.html
1.2. About Agendahttps://www.python3.info/ai/about/agenda.html
1.3. About Tutorialhttps://www.python3.info/ai/about/tutorial.html
2. Introductionhttps://www.python3.info/ai/index.html#introduction
2.1. AI Abouthttps://www.python3.info/ai/introduction/about.html
https://www.python3.info#oop
1. Paradigmhttps://www.python3.info/oop/index.html
1.1. Abstract Interfacehttps://www.python3.info/oop/paradigm/interface.html
1.2. String Interninghttps://www.python3.info/oop/paradigm/str-interning.html
1.3. Dependency Injectionhttps://www.python3.info/oop/paradigm/dependency-injection.html
1.4. Good Engineering Practiseshttps://www.python3.info/oop/paradigm/good-practices.html
1.5. OOP S.O.L.I.D.https://www.python3.info/oop/paradigm/solid-principles.html
2. Pythonhttps://www.python3.info/oop/index.html#python
2.1. Weakrefhttps://www.python3.info/oop/python/weakref.html
2.2. OOP Hashhttps://www.python3.info/oop/python/hash.html
2.3. OOP Comparisonhttps://www.python3.info/oop/python/id-vs-eq.html
2.4. OOP Name Manglinghttps://www.python3.info/oop/python/name-mangling.html
2.5. OOP Interninghttps://www.python3.info/oop/python/interning.html
2.6. Namespacehttps://www.python3.info/oop/python/namespace.html
2.7. New and Old Style Classhttps://www.python3.info/oop/python/new-style-classes.html
2.8. Dynamic Typinghttps://www.python3.info/oop/python/dynamic-typing.html
2.9. Monkey Patchinghttps://www.python3.info/oop/python/monkey-patching.html
https://www.python3.info#dragon
1. Englishhttps://www.python3.info/dragon/index.html
1.1. Dragon Agendahttps://www.python3.info/dragon/english/agenda.html
1.2. Dragon Abouthttps://www.python3.info/dragon/english/about.html
1.3. Dragon Sprint 1https://www.python3.info/dragon/english/sprint-1.html
1.4. Dragon Sprint 3https://www.python3.info/dragon/english/sprint-2.html
1.5. Dragon Sprint 3https://www.python3.info/dragon/english/sprint-3.html
1.6. Dragon Sprint 4https://www.python3.info/dragon/english/sprint-4.html
1.7. Dragon Sprint 5https://www.python3.info/dragon/english/sprint-5.html
1.8. Dragon Sprint 6https://www.python3.info/dragon/english/sprint-6.html
1.9. Dragon Sprint 7https://www.python3.info/dragon/english/sprint-7.html
1.10. Dragon Sprint 8https://www.python3.info/dragon/english/sprint-8.html
1.11. Dragon Sprint 9https://www.python3.info/dragon/english/sprint-9.html
1.12. Dragon Sprint 10https://www.python3.info/dragon/english/sprint-10.html
2. Polishhttps://www.python3.info/dragon/index.html#polish
2.1. Dragon Abouthttps://www.python3.info/dragon/polish/about.html
2.2. Dragon Sprint 01https://www.python3.info/dragon/polish/sprint-01.html
2.3. Dragon Sprint 02https://www.python3.info/dragon/polish/sprint-02.html
2.4. Dragon Sprint 03https://www.python3.info/dragon/polish/sprint-03.html
2.5. Dragon Sprint 04https://www.python3.info/dragon/polish/sprint-04.html
2.6. Dragon Sprint 05https://www.python3.info/dragon/polish/sprint-05.html
2.7. Dragon Sprint 06https://www.python3.info/dragon/polish/sprint-06.html
2.8. Dragon Sprint 07https://www.python3.info/dragon/polish/sprint-07.html
2.9. Dragon Sprint 08https://www.python3.info/dragon/polish/sprint-08.html
2.10. Dragon Sprint 09https://www.python3.info/dragon/polish/sprint-09.html
2.11. Dragon Sprint 10https://www.python3.info/dragon/polish/sprint-10.html
2.12. Dragon Sprint 11https://www.python3.info/dragon/polish/sprint-11.html
2.13. Dragon Sprint 12https://www.python3.info/dragon/polish/sprint-12.html
2.14. Dragon Sprint 13https://www.python3.info/dragon/polish/sprint-13.html
2.15. Dragon Sprint 14https://www.python3.info/dragon/polish/sprint-14.html
2.16. Dragon Sprint 15https://www.python3.info/dragon/polish/sprint-15.html
2.17. Dragon Sprint 16https://www.python3.info/dragon/polish/sprint-16.html
2.18. Dragon Sprint 17https://www.python3.info/dragon/polish/sprint-17.html
2.19. Dragon Sprint 18https://www.python3.info/dragon/polish/sprint-18.html
2.20. Dragon Sprint 19https://www.python3.info/dragon/polish/sprint-19.html
2.21. Dragon Sprint 20https://www.python3.info/dragon/polish/sprint-20.html
2.22. Dragon Sprint 21https://www.python3.info/dragon/polish/sprint-21.html
2.23. Dragon Sprint 22https://www.python3.info/dragon/polish/sprint-22.html
2.24. Dragon Sprint 23https://www.python3.info/dragon/polish/sprint-23.html
2.25. Dragon Sprint 24https://www.python3.info/dragon/polish/sprint-24.html
3. ADRhttps://www.python3.info/dragon/index.html#adr
3.1. ADR Abouthttps://www.python3.info/dragon/adr/about.html
3.2. ADR Examplehttps://www.python3.info/dragon/adr/about-example.html
3.3. ADR Dragon Createhttps://www.python3.info/dragon/adr/create.html
3.4. ADR Dragon Create Namehttps://www.python3.info/dragon/adr/name-ok.html
3.5. ADR Dragon Create Nonamehttps://www.python3.info/dragon/adr/name-error.html
3.6. ADR Dragon Health Inithttps://www.python3.info/dragon/adr/health-init.html
3.7. ADR Dragon Position Inithttps://www.python3.info/dragon/adr/position-init.html
3.8. ADR Dragon Position Gethttps://www.python3.info/dragon/adr/position-get.html
3.9. ADR Dragon Position Sethttps://www.python3.info/dragon/adr/position-set.html
3.10. ADR Dragon Position Changehttps://www.python3.info/dragon/adr/position-change.html
3.11. ADR Dragon Damage Makehttps://www.python3.info/dragon/adr/damage-make.html
3.12. ADR Dragon Damage Takehttps://www.python3.info/dragon/adr/damage-take.html
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