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

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Domain: python3.info

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

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