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Title: GitHub - luiul/python-datasci: Python for ML and data science

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Description: Python for ML and data science. Contribute to luiul/python-datasci development by creating an account on GitHub.

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6-linear-regressionhttps://patch-diff.githubusercontent.com/luiul/python-datasci/tree/main/6-linear-regression
6-linear-regressionhttps://patch-diff.githubusercontent.com/luiul/python-datasci/tree/main/6-linear-regression
7-feature-engineeringhttps://patch-diff.githubusercontent.com/luiul/python-datasci/tree/main/7-feature-engineering
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READMEhttps://patch-diff.githubusercontent.com/luiul/python-datasci
https://patch-diff.githubusercontent.com/luiul/python-datasci#python-for-machine-learning--data-science
https://patch-diff.githubusercontent.com/luiul/python-datasci#table-of-contents-
1. Background 馃寘https://patch-diff.githubusercontent.com/luiul/python-datasci#1-background-
1.1. Getting Started with Anacondahttps://patch-diff.githubusercontent.com/luiul/python-datasci#11-getting-started-with-anaconda
1.2. Jupyter Notebookhttps://patch-diff.githubusercontent.com/luiul/python-datasci#12-jupyter-notebook
1.3. JupyterLabhttps://patch-diff.githubusercontent.com/luiul/python-datasci#13-jupyterlab
1.4. VS Codehttps://patch-diff.githubusercontent.com/luiul/python-datasci#14-vs-code
1.5. Version Control with Githttps://patch-diff.githubusercontent.com/luiul/python-datasci#15-version-control-with-git
1.6. Basic Markdownhttps://patch-diff.githubusercontent.com/luiul/python-datasci#16-basic-markdown
1.7. Virtual Environmentshttps://patch-diff.githubusercontent.com/luiul/python-datasci#17-virtual-environments
1.8. Activate the virtual environmenthttps://patch-diff.githubusercontent.com/luiul/python-datasci#18-activate-the-virtual-environment
2. Python Crash Course 馃悕https://patch-diff.githubusercontent.com/luiul/python-datasci#2-python-crash-course-
3. Machine Learning Pathway 馃https://patch-diff.githubusercontent.com/luiul/python-datasci#3-machine-learning-pathway-
3.1. Meta-Pathwayhttps://patch-diff.githubusercontent.com/luiul/python-datasci#31-meta-pathway
3.2. Pathwayhttps://patch-diff.githubusercontent.com/luiul/python-datasci#32-pathway
4. NumPy 馃ェhttps://patch-diff.githubusercontent.com/luiul/python-datasci#4-numpy-
4.1. Arrayhttps://patch-diff.githubusercontent.com/luiul/python-datasci#41-array
4.1.1. Randomhttps://patch-diff.githubusercontent.com/luiul/python-datasci#411-random
4.1.2. Useful Attributes and Method Callshttps://patch-diff.githubusercontent.com/luiul/python-datasci#412-useful-attributes-and-method-calls
4.2. Indexing and Selectionhttps://patch-diff.githubusercontent.com/luiul/python-datasci#42-indexing-and-selection
4.2.1. Broadcasting and Slicinghttps://patch-diff.githubusercontent.com/luiul/python-datasci#421-broadcasting-and-slicing
4.2.2. Operationshttps://patch-diff.githubusercontent.com/luiul/python-datasci#422-operations
5. Pandas 馃惣https://patch-diff.githubusercontent.com/luiul/python-datasci#5-pandas-
5.1. Serieshttps://patch-diff.githubusercontent.com/luiul/python-datasci#51-series
5.2. DataFrameshttps://patch-diff.githubusercontent.com/luiul/python-datasci#52-dataframes
5.3. Useful Methodshttps://patch-diff.githubusercontent.com/luiul/python-datasci#53-useful-methods
5.3.1. Apply Method a Single Columnhttps://patch-diff.githubusercontent.com/luiul/python-datasci#531-apply-method-a-single-column
5.3.2. Apply Method on Multiple Columnshttps://patch-diff.githubusercontent.com/luiul/python-datasci#532-apply-method-on-multiple-columns
5.3.3. Describing and Sortinghttps://patch-diff.githubusercontent.com/luiul/python-datasci#533-describing-and-sorting
5.4. Missing Datahttps://patch-diff.githubusercontent.com/luiul/python-datasci#54-missing-data
5.5. GroupBy Operationshttps://patch-diff.githubusercontent.com/luiul/python-datasci#55-groupby-operations
5.6. Combining DataFrameshttps://patch-diff.githubusercontent.com/luiul/python-datasci#56-combining-dataframes
5.6.1. Concatenatehttps://patch-diff.githubusercontent.com/luiul/python-datasci#561-concatenate
5.6.2. Mergehttps://patch-diff.githubusercontent.com/luiul/python-datasci#562-merge
5.7. Text Methods for String Datahttps://patch-diff.githubusercontent.com/luiul/python-datasci#57-text-methods-for-string-data
5.8. Time Methods for Date and Time Datahttps://patch-diff.githubusercontent.com/luiul/python-datasci#58-time-methods-for-date-and-time-data
5.9. Input and Outputhttps://patch-diff.githubusercontent.com/luiul/python-datasci#59-input-and-output
5.9.1. CSV Fileshttps://patch-diff.githubusercontent.com/luiul/python-datasci#591-csv-files
5.9.2. HTML Tableshttps://patch-diff.githubusercontent.com/luiul/python-datasci#592-html-tables
5.9.3. Excel fileshttps://patch-diff.githubusercontent.com/luiul/python-datasci#593-excel-files
5.9.4. SQL Databaseshttps://patch-diff.githubusercontent.com/luiul/python-datasci#594-sql-databases
5.10. Pivot Tableshttps://patch-diff.githubusercontent.com/luiul/python-datasci#510-pivot-tables
5.11. Notes from the Exercisehttps://patch-diff.githubusercontent.com/luiul/python-datasci#511-notes-from-the-exercise
6. Matplotlib 馃搳https://patch-diff.githubusercontent.com/luiul/python-datasci#6-matplotlib-
6.1. Basicshttps://patch-diff.githubusercontent.com/luiul/python-datasci#61-basics
6.2. Figure Objecthttps://patch-diff.githubusercontent.com/luiul/python-datasci#62-figure-object
6.3. Subplots Functionalityhttps://patch-diff.githubusercontent.com/luiul/python-datasci#63-subplots-functionality
6.4. Stylinghttps://patch-diff.githubusercontent.com/luiul/python-datasci#64-styling
6.5. Advanced Commandshttps://patch-diff.githubusercontent.com/luiul/python-datasci#65-advanced-commands
7. Seaborn 馃寠https://patch-diff.githubusercontent.com/luiul/python-datasci#7-seaborn-
7.1. Scatter Plotshttps://patch-diff.githubusercontent.com/luiul/python-datasci#71-scatter-plots
7.2. Distribution Plotshttps://patch-diff.githubusercontent.com/luiul/python-datasci#72-distribution-plots
7.3. Categorical Plots - Statistics within Categorieshttps://patch-diff.githubusercontent.com/luiul/python-datasci#73-categorical-plots---statistics-within-categories
7.4. Distributions within Categorieshttps://patch-diff.githubusercontent.com/luiul/python-datasci#74-distributions-within-categories
7.5. Comparison Plots (!)https://patch-diff.githubusercontent.com/luiul/python-datasci#75-comparison-plots-
7.6. Gridshttps://patch-diff.githubusercontent.com/luiul/python-datasci#76-grids
7.7. Matrix Plotshttps://patch-diff.githubusercontent.com/luiul/python-datasci#77-matrix-plots
7.8. Notes from Exercisehttps://patch-diff.githubusercontent.com/luiul/python-datasci#78-notes-from-exercise
8. Capstone Project 馃椏https://patch-diff.githubusercontent.com/luiul/python-datasci#8-capstone-project-
8.1. Basic Skillshttps://patch-diff.githubusercontent.com/luiul/python-datasci#81-basic-skills
8.2. Normalizationhttps://patch-diff.githubusercontent.com/luiul/python-datasci#82-normalization
9. Machine Learning Concepts Overview 馃彅https://patch-diff.githubusercontent.com/luiul/python-datasci#9-machine-learning-concepts-overview-
9.1. Why Machine Learning?https://patch-diff.githubusercontent.com/luiul/python-datasci#91-why-machine-learning
9.2. Types of ML Algorithmshttps://patch-diff.githubusercontent.com/luiul/python-datasci#92-types-of-ml-algorithms
9.2.1. Supervised Learninghttps://patch-diff.githubusercontent.com/luiul/python-datasci#921-supervised-learning
9.2.2. Unsupervised Learninghttps://patch-diff.githubusercontent.com/luiul/python-datasci#922-unsupervised-learning
9.3. Supervised ML Processhttps://patch-diff.githubusercontent.com/luiul/python-datasci#93-supervised-ml-process
10. Introduction to Linear Regression 馃搹https://patch-diff.githubusercontent.com/luiul/python-datasci#10-introduction-to-linear-regression-
10.1. Algorithm Historyhttps://patch-diff.githubusercontent.com/luiul/python-datasci#101-algorithm-history
10.2. OLS Equationshttps://patch-diff.githubusercontent.com/luiul/python-datasci#102-ols-equations
10.3. Cost Functionshttps://patch-diff.githubusercontent.com/luiul/python-datasci#103-cost-functions
10.4. Gradient Descenthttps://patch-diff.githubusercontent.com/luiul/python-datasci#104-gradient-descent
10.5. Coding Simple Linear Regression with Pythonhttps://patch-diff.githubusercontent.com/luiul/python-datasci#105-coding-simple-linear-regression-with-python
11. Scikit-learn 馃摎https://patch-diff.githubusercontent.com/luiul/python-datasci#11-scikit-learn-
11.1. Linear Regression with Scikit-learn - Data Setup and Model Traininghttps://patch-diff.githubusercontent.com/luiul/python-datasci#111-linear-regression-with-scikit-learn---data-setup-and-model-training
11.2. Performance Evaluation with Scikit-learn - Regression Metricshttps://patch-diff.githubusercontent.com/luiul/python-datasci#112-performance-evaluation-with-scikit-learn---regression-metrics
11.2.1. Mean Absolute Error (MAE)https://patch-diff.githubusercontent.com/luiul/python-datasci#1121-mean-absolute-error-mae
11.2.2. Mean Squared Error (MSE)https://patch-diff.githubusercontent.com/luiul/python-datasci#1122-mean-squared-error-mse
11.2.3. Root Mean Squared Error (RMSE)https://patch-diff.githubusercontent.com/luiul/python-datasci#1123-root-mean-squared-error-rmse
11.3. Evaluating Residualshttps://patch-diff.githubusercontent.com/luiul/python-datasci#113-evaluating-residuals
11.4. Model Deployment and Coefficienthttps://patch-diff.githubusercontent.com/luiul/python-datasci#114-model-deployment-and-coefficient
12. Polynomial Regression 馃https://patch-diff.githubusercontent.com/luiul/python-datasci#12-polynomial-regression-
12.1. Introductionhttps://patch-diff.githubusercontent.com/luiul/python-datasci#121-introduction
12.2. Bias Variance Trade-Off: Overfitting versus Underfitting (based on MSE)https://patch-diff.githubusercontent.com/luiul/python-datasci#122-bias-variance-trade-off-overfitting-versus-underfitting-based-on-mse
13. Regularization and Cross Validation 馃崱https://patch-diff.githubusercontent.com/luiul/python-datasci#13-regularization-and-cross-validation-
13.1. Feature Scaling and Regularizationhttps://patch-diff.githubusercontent.com/luiul/python-datasci#131-feature-scaling-and-regularization
13.2. Cross Validationhttps://patch-diff.githubusercontent.com/luiul/python-datasci#132-cross-validation
13.2.1. Principlehttps://patch-diff.githubusercontent.com/luiul/python-datasci#1321-principle
13.2.2. Hold Out Test Sethttps://patch-diff.githubusercontent.com/luiul/python-datasci#1322-hold-out-test-set
13.2.3. Regularization Data Setuphttps://patch-diff.githubusercontent.com/luiul/python-datasci#1323-regularization-data-setup
13.3. L2 Regularization - Ridge Regressionhttps://patch-diff.githubusercontent.com/luiul/python-datasci#133-l2-regularization---ridge-regression
13.4. L1 Regularization - Lasso Regressionhttps://patch-diff.githubusercontent.com/luiul/python-datasci#134-l1-regularization---lasso-regression
13.5. L1 and L2 Regularization - Elastic Nethttps://patch-diff.githubusercontent.com/luiul/python-datasci#135-l1-and-l2-regularization---elastic-net
13.6. LR Project - Data Overviewhttps://patch-diff.githubusercontent.com/luiul/python-datasci#136-lr-project---data-overview
14. Feature Engineering and Data Preparation 馃Чhttps://patch-diff.githubusercontent.com/luiul/python-datasci#14-feature-engineering-and-data-preparation-
14.1. Introduction to Feature Engineeringhttps://patch-diff.githubusercontent.com/luiul/python-datasci#141-introduction-to-feature-engineering
14.2. Dealing with Outliershttps://patch-diff.githubusercontent.com/luiul/python-datasci#142-dealing-with-outliers
14.3. Dealing with Missing Datahttps://patch-diff.githubusercontent.com/luiul/python-datasci#143-dealing-with-missing-data
15. Cross Validation and Linear Regression Project 馃梻https://patch-diff.githubusercontent.com/luiul/python-datasci#15-cross-validation-and-linear-regression-project-
15.1. Train | Test Splithttps://patch-diff.githubusercontent.com/luiul/python-datasci#151-train--test-split
15.2. Train | Validation | Test Splithttps://patch-diff.githubusercontent.com/luiul/python-datasci#152-train--validation--test-split
15.3. k-fold Cross Validation & Built-In Functionhttps://patch-diff.githubusercontent.com/luiul/python-datasci#153-k-fold-cross-validation--built-in-function
15.4. Grid Searchhttps://patch-diff.githubusercontent.com/luiul/python-datasci#154-grid-search
16. Support Vector Machines 馃徆https://patch-diff.githubusercontent.com/luiul/python-datasci#16-support-vector-machines-
16.1. Historyhttps://patch-diff.githubusercontent.com/luiul/python-datasci#161-history
16.2. Theory and Intuitionhttps://patch-diff.githubusercontent.com/luiul/python-datasci#162-theory-and-intuition
16.2.1. Hyperplanes and Marginshttps://patch-diff.githubusercontent.com/luiul/python-datasci#1621-hyperplanes-and-margins
16.2.2. Kernelshttps://patch-diff.githubusercontent.com/luiul/python-datasci#1622-kernels
16.2.3. Kernel Trick and sklearnhttps://patch-diff.githubusercontent.com/luiul/python-datasci#1623-kernel-trick-and-sklearn
17. Open Questions and Tasks 馃敡https://patch-diff.githubusercontent.com/luiul/python-datasci#17-open-questions-and-tasks-
17.1. Open Questionshttps://patch-diff.githubusercontent.com/luiul/python-datasci#171-open-questions
17.2. Backloghttps://patch-diff.githubusercontent.com/luiul/python-datasci#172-backlog
17.3. In Progresshttps://patch-diff.githubusercontent.com/luiul/python-datasci#173-in-progress
17.4. Resolvedhttps://patch-diff.githubusercontent.com/luiul/python-datasci#174-resolved
17.5. Workflowhttps://patch-diff.githubusercontent.com/luiul/python-datasci#175-workflow
18. Notes 馃摑https://patch-diff.githubusercontent.com/luiul/python-datasci#18-notes-
18.1. On the Articleshttps://patch-diff.githubusercontent.com/luiul/python-datasci#181-on-the-articles
18.2. On the Projecthttps://patch-diff.githubusercontent.com/luiul/python-datasci#182-on-the-project
18.2.1. Suggestions for Improvementhttps://patch-diff.githubusercontent.com/luiul/python-datasci#1821-suggestions-for-improvement
18.2.2. Scaling Featureshttps://patch-diff.githubusercontent.com/luiul/python-datasci#1822-scaling-features
19. Misc 馃尓https://patch-diff.githubusercontent.com/luiul/python-datasci#19-misc-
https://patch-diff.githubusercontent.com/luiul/python-datasci#1-background-
https://patch-diff.githubusercontent.com/luiul/python-datasci#11-getting-started-with-anaconda
Anaconda | Open Sourcehttps://www.anaconda.com/open-source
Anaconda Documentation - Anaconda documentationhttps://docs.anaconda.com/
Anaconda | Eventshttps://www.anaconda.com/events?utm_medium=webinar&utm_source=anaconda&utm_campaign=intro-to-individual
Installing Python Packages from a Jupyter Notebookhttps://jakevdp.github.io/blog/2017/12/05/installing-python-packages-from-jupyter/
Managing packages - conda 4.9.2.post24+e37cf84a documentationhttps://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-pkgs.html
conda install - conda 4.9.2.post24+e37cf84a documentationhttps://docs.conda.io/projects/conda/en/latest/commands/install.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#12-jupyter-notebook
themeshttps://stackoverflow.com/questions/46510192/change-the-theme-in-jupyter-notebook
extensionshttps://github.com/ipython-contrib/jupyter_contrib_nbextensions
variable explorerhttps://stackoverflow.com/questions/37718907/variable-explorer-in-jupyter-notebook
Reproducible Data Analysis in Jupyter, Part 3/10: Version Control with Git & GitHubhttps://www.youtube.com/watch?v=J45NJ0pJXWQ
Jupyter Tips and Trickshttps://www.youtube.com/watch?v=2eCHD6f_phE&t=0s
My favorite Jupyter notebook shortcutshttps://www.youtube.com/watch?v=FW2BF6jbHBk
https://patch-diff.githubusercontent.com/luiul/python-datasci#13-jupyterlab
JupyterLabhttps://github.com/jupyterlab/jupyterlab
Kitehttps://github.com/kiteco/jupyterlab-kite
Contributing to JupyterLab - JupyterLab 2.3.0a2 documentationhttps://jupyterlab.readthedocs.io/en/stable/developer/contributing.html?highlight=virtual%20environment#installing-jupyterlab
How to add conda environment to jupyter labhttps://stackoverflow.com/questions/53004311/how-to-add-conda-environment-to-jupyter-lab
mauhai/awesome-jupyterlabhttps://github.com/mauhai/awesome-jupyterlab
https://patch-diff.githubusercontent.com/luiul/python-datasci#14-vs-code
Documentationhttps://code.visualstudio.com/docs/python/jupyter-support
marketplace extensionhttps://code.visualstudio.com/docs/python/jupyter-support
https://patch-diff.githubusercontent.com/luiul/python-datasci#15-version-control-with-git
Version Control (Git)https://missing.csail.mit.edu/2020/version-control/
gitignore.iohttps://www.toptal.com/developers/gitignore
https://patch-diff.githubusercontent.com/luiul/python-datasci#16-basic-markdown
Basic Syntax | Markdown Guidehttps://www.markdownguide.org/basic-syntax/
adam-p/markdown-herehttps://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet
https://patch-diff.githubusercontent.com/luiul/python-datasci#17-virtual-environments
Managing Environmentshttps://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html
Conda Cheat Sheethttps://docs.conda.io/projects/conda/en/4.6.0/_downloads/52a95608c49671267e40c689e0bc00ca/conda-cheatsheet.pdf
Managing environments - conda 4.9.2.post24+e37cf84a documentationhttps://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#updating-an-environment
https://patch-diff.githubusercontent.com/luiul/python-datasci#18-activate-the-virtual-environment
https://patch-diff.githubusercontent.com/luiul/python-datasci#2-python-crash-course-
.format()https://pyformat.info/
format methodhttps://www.w3schools.com/python/ref_string_format.asp
String Formatting Syntax Guidehttps://realpython.com/python-f-strings/
st.split()https://www.youtube.com/watch?v=Sr3tOzYYWfQ
st.partition(separator)https://www.youtube.com/watch?v=si-IpgT2Z2M
stack overflowhttps://stackoverflow.com/questions/12572362/how-to-get-a-string-after-a-specific-substring
Map, filter, and reducehttps://www.youtube.com/watch?v=hUes6y2b--0
https://patch-diff.githubusercontent.com/luiul/python-datasci#3-machine-learning-pathway-
https://patch-diff.githubusercontent.com/luiul/python-datasci#31-meta-pathway
https://patch-diff.githubusercontent.com/luiul/python-datasci#32-pathway
https://patch-diff.githubusercontent.com/luiul/python-datasci#4-numpy-
NumPyhttps://note.nkmk.me/en/python-numpy-ndarray-ndim-shape-size/#:~:text=len()%20is%20the%20built,only%20for%20one%2Ddimensional%20arrays.
https://patch-diff.githubusercontent.com/luiul/python-datasci#41-array
https://patch-diff.githubusercontent.com/luiul/python-datasci#411-random
https://patch-diff.githubusercontent.com/luiul/python-datasci#412-useful-attributes-and-method-calls
Index of element in NumPy arrayhttps://stackoverflow.com/questions/18079029/index-of-element-in-numpy-array
https://patch-diff.githubusercontent.com/luiul/python-datasci#42-indexing-and-selection
https://patch-diff.githubusercontent.com/luiul/python-datasci#421-broadcasting-and-slicing
Broadcasting - NumPy v1.19 Manualhttps://numpy.org/doc/stable/user/basics.broadcasting.html
What is :: (double colon) in numpy like in myarray[0::3]?https://stackoverflow.com/questions/7123888/what-is-double-colon-in-numpy-like-in-myarray03
https://patch-diff.githubusercontent.com/luiul/python-datasci#422-operations
Universal functions (ufunc) - NumPy v1.19 Manualhttps://numpy.org/doc/stable/reference/ufuncs.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#5-pandas-
Tutorials - pandas 0.23.1 documentationhttps://pandas.pydata.org/pandas-docs/version/0.23.1/tutorials.html
https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf
https://patch-diff.githubusercontent.com/luiul/python-datasci#51-series
https://patch-diff.githubusercontent.com/luiul/python-datasci#52-dataframes
https://patch-diff.githubusercontent.com/luiul/python-datasci#53-useful-methods
API reference - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/reference/index.html
Indexing and selecting data - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
https://patch-diff.githubusercontent.com/luiul/python-datasci#531-apply-method-a-single-column
https://patch-diff.githubusercontent.com/luiul/python-datasci#532-apply-method-on-multiple-columns
How do I select a subset of a DataFrame? - pandas 1.1.5 documentationhttps://pandas.pydata.org/docs/getting_started/intro_tutorials/03_subset_data.html
Applying function with multiple arguments to create a new pandas columnhttps://stackoverflow.com/questions/19914937/applying-function-with-multiple-arguments-to-create-a-new-pandas-column
Using Numpy Vectorize on Functions that Return Vectorshttps://stackoverflow.com/questions/3379301/using-numpy-vectorize-on-functions-that-return-vectors
https://patch-diff.githubusercontent.com/luiul/python-datasci#533-describing-and-sorting
pandas idxmax: return all rows in case of tieshttps://stackoverflow.com/questions/52588298/pandas-idxmax-return-all-rows-in-case-of-ties
https://patch-diff.githubusercontent.com/luiul/python-datasci#54-missing-data
ROADMAP: Consistent missing value handling with new NA scalar 路 Issue #28095 路 pandas-dev/pandashttps://github.com/pandas-dev/pandas/issues/28095
pandas.DataFrame.interpolate - pandas 1.1.5 documentationhttps://pandas.pydata.org/docs/reference/api/pandas.DataFrame.interpolate.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#55-groupby-operations
GroupBy - pandas 1.1.5 documentationhttps://pandas.pydata.org/docs/reference/groupby.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#56-combining-dataframes
Merge, join, concatenate and compare - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#561-concatenate
https://patch-diff.githubusercontent.com/luiul/python-datasci#562-merge
Merge two dataframes by indexhttps://stackoverflow.com/questions/40468069/merge-two-dataframes-by-index
https://patch-diff.githubusercontent.com/luiul/python-datasci#57-text-methods-for-string-data
Working with text data - pandas 1.1.5 documentationhttps://pandas.pydata.org/docs/user_guide/text.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#58-time-methods-for-date-and-time-data
Time series / date functionality - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#converting-to-timestamps
datetime - Basic date and time types - Python 3.9.1 documentationhttps://docs.python.org/3/library/datetime.html#strftime-and-strptime-format-codes
pandas.DataFrame.resample - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.resample.html
pandas.Series.dt - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#59-input-and-output
IO tools (text, CSV, HDF5, ...) - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/user_guide/io.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#591-csv-files
https://patch-diff.githubusercontent.com/luiul/python-datasci#592-html-tables
https://patch-diff.githubusercontent.com/luiul/python-datasci#593-excel-files
Working with Excel Files in Pythonhttps://www.python-excel.org/
https://patch-diff.githubusercontent.com/luiul/python-datasci#594-sql-databases
https://docs.sqlalchemy.org/en/13/core/connections.html
SQLAlchemy 1.4 Documentationhttps://docs.sqlalchemy.org/en/13/dialects/
sqlalchemyhttps://docs.sqlalchemy.org/en/13/core/connections.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#510-pivot-tables
Reshaping and pivot tables - pandas 1.1.5 documentationhttps://pandas.pydata.org/docs/user_guide/reshaping.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#511-notes-from-the-exercise
styling documentationhttps://pandas.pydata.org/pandas-docs/stable/user_guide/style.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#6-matplotlib-
Matplotlib: Python plotting - Matplotlib 3.3.3 documentationhttps://matplotlib.org/
Thumbnail gallery - Matplotlib 2.0.2 documentationhttps://matplotlib.org/gallery.html
https://matplotlib.org/3.1.1/gallery/index.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#61-basics
https://patch-diff.githubusercontent.com/luiul/python-datasci#62-figure-object
https://patch-diff.githubusercontent.com/luiul/python-datasci#63-subplots-functionality
matplotlib.pyplot.subplots_adjust - Matplotlib 3.2.2 documentationhttps://matplotlib.org/3.2.2/api/_as_gen/matplotlib.pyplot.subplots_adjust.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#64-styling
Legendshttps://matplotlib.org/tutorials/intermediate/legend_guide.html
stack overflow questionhttps://stackoverflow.com/questions/39803385/what-does-a-4-element-tuple-argument-for-bbox-to-anchor-mean-in-matplotlib/39806180#39806180
HEX Color Pickerhttps://www.w3schools.com/colors/colors_picker.asp
Markershttps://matplotlib.org/3.2.2/api/markers_api.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#65-advanced-commands
https://patch-diff.githubusercontent.com/luiul/python-datasci#7-seaborn-
seaborn: statistical data visualization - seaborn 0.11.0 documentationhttps://seaborn.pydata.org/
https://patch-diff.githubusercontent.com/luiul/python-datasci#71-scatter-plots
color palettehttps://matplotlib.org/tutorials/colors/colormaps.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#72-distribution-plots
data generatorhttp://roycekimmons.com/tools/generated_data
https://patch-diff.githubusercontent.com/luiul/python-datasci#73-categorical-plots---statistics-within-categories
https://patch-diff.githubusercontent.com/luiul/python-datasci#74-distributions-within-categories
Boxenplothttps://vita.had.co.nz/papers/letter-value-plot.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#75-comparison-plots-
https://patch-diff.githubusercontent.com/luiul/python-datasci#76-grids
https://patch-diff.githubusercontent.com/luiul/python-datasci#77-matrix-plots
https://patch-diff.githubusercontent.com/luiul/python-datasci#78-notes-from-exercise
https://patch-diff.githubusercontent.com/luiul/python-datasci#8-capstone-project-
https://patch-diff.githubusercontent.com/luiul/python-datasci#81-basic-skills
Normalize columns of pandas data framehttps://stackoverflow.com/questions/26414913/normalize-columns-of-pandas-data-frame
https://www.codecademy.com/articles/normalization#:~:text=Min-max normalization is one,decimal between 0 and 1.&text=That data is just as squished as beforehttps://www.codecademy.com/articles/normalization#:~:text=Min%2Dmax%20normalization%20is%20one,decimal%20between%200%20and%201.&text=That%20data%20is%20just%20as%20squished%20as%20before
Not clear how to reposition seaborn.histplot legend 路 Issue #2280 路 mwaskom/seabornhttps://github.com/mwaskom/seaborn/issues/2280
https://patch-diff.githubusercontent.com/luiul/python-datasci#82-normalization
Articlehttps://www.codecademy.com/articles/normalization#:~:text=Min%2Dmax%20normalization%20is%20one,decimal%20between%200%20and%201.&text=That%20data%20is%20just%20as%20squished%20as%20before
https://patch-diff.githubusercontent.com/luiul/python-datasci#9-machine-learning-concepts-overview-
https://patch-diff.githubusercontent.com/luiul/python-datasci#91-why-machine-learning
https://patch-diff.githubusercontent.com/luiul/python-datasci#92-types-of-ml-algorithms
https://patch-diff.githubusercontent.com/luiul/python-datasci#921-supervised-learning
https://patch-diff.githubusercontent.com/luiul/python-datasci#922-unsupervised-learning
https://patch-diff.githubusercontent.com/luiul/python-datasci#93-supervised-ml-process
https://patch-diff.githubusercontent.com/luiul/python-datasci#10-introduction-to-linear-regression-
Regression analysishttps://en.wikipedia.org/wiki/Regression_analysis
https://patch-diff.githubusercontent.com/luiul/python-datasci#101-algorithm-history
https://patch-diff.githubusercontent.com/luiul/python-datasci#102-ols-equations
https://patch-diff.githubusercontent.com/luiul/python-datasci#103-cost-functions
https://patch-diff.githubusercontent.com/luiul/python-datasci#104-gradient-descent
Gradient descenthttps://en.wikipedia.org/wiki/Gradient_descent
https://patch-diff.githubusercontent.com/luiul/python-datasci#105-coding-simple-linear-regression-with-python
https://patch-diff.githubusercontent.com/luiul/python-datasci#11-scikit-learn-
User guide: contents - scikit-learn 0.24.0 documentationhttps://scikit-learn.org/stable/user_guide.html
What does "fit" method in scikit-learn do?https://stackoverflow.com/questions/45704226/what-does-fit-method-in-scikit-learn-do
https://patch-diff.githubusercontent.com/luiul/python-datasci#111-linear-regression-with-scikit-learn---data-setup-and-model-training
Random state (Pseudo-random number) in Scikit learnhttps://stackoverflow.com/questions/28064634/random-state-pseudo-random-number-in-scikit-learn
https://patch-diff.githubusercontent.com/luiul/python-datasci#112-performance-evaluation-with-scikit-learn---regression-metrics
https://patch-diff.githubusercontent.com/luiul/python-datasci#1121-mean-absolute-error-mae
https://patch-diff.githubusercontent.com/luiul/python-datasci#1122-mean-squared-error-mse
https://patch-diff.githubusercontent.com/luiul/python-datasci#1123-root-mean-squared-error-rmse
https://patch-diff.githubusercontent.com/luiul/python-datasci#113-evaluating-residuals
Errors and residualshttps://en.wikipedia.org/wiki/Errors_and_residuals
https://patch-diff.githubusercontent.com/luiul/python-datasci#114-model-deployment-and-coefficient
https://patch-diff.githubusercontent.com/luiul/python-datasci#12-polynomial-regression-
https://patch-diff.githubusercontent.com/luiul/python-datasci#121-introduction
https://patch-diff.githubusercontent.com/luiul/python-datasci#122-bias-variance-trade-off-overfitting-versus-underfitting-based-on-mse
articlehttps://towardsdatascience.com/understanding-the-bias-variance-tradeoff-165e6942b229#:~:text=Variance%20is%20the%20variability%20of,it%20hasn't%20seen%20before.
questionhttps://datascience.stackexchange.com/questions/80157/what-are-bias-and-variance-in-machine-learning
https://patch-diff.githubusercontent.com/luiul/python-datasci#13-regularization-and-cross-validation-
https://patch-diff.githubusercontent.com/luiul/python-datasci#131-feature-scaling-and-regularization
Feature scalinghttps://en.wikipedia.org/wiki/Feature_scaling
articlehttps://stats.stackexchange.com/questions/111467/is-it-necessary-to-scale-the-target-value-in-addition-to-scaling-features-for-re
https://patch-diff.githubusercontent.com/luiul/python-datasci#132-cross-validation
https://patch-diff.githubusercontent.com/luiul/python-datasci#1321-principle
https://patch-diff.githubusercontent.com/luiul/python-datasci#1322-hold-out-test-set
https://patch-diff.githubusercontent.com/luiul/python-datasci#1323-regularization-data-setup
https://patch-diff.githubusercontent.com/luiul/python-datasci#133-l2-regularization---ridge-regression
https://patch-diff.githubusercontent.com/luiul/python-datasci#134-l1-regularization---lasso-regression
sklearn.linear_model.LassoCV - scikit-learn 0.24.0 documentationhttps://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoCV.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#135-l1-and-l2-regularization---elastic-net
https://patch-diff.githubusercontent.com/luiul/python-datasci#136-lr-project---data-overview
https://patch-diff.githubusercontent.com/luiul/python-datasci#14-feature-engineering-and-data-preparation-
https://patch-diff.githubusercontent.com/luiul/python-datasci#141-introduction-to-feature-engineering
https://patch-diff.githubusercontent.com/luiul/python-datasci#142-dealing-with-outliers
Way to Detect and Remove Outliershttps://towardsdatascience.com/ways-to-detect-and-remove-the-outliers-404d16608dba
5 Ways to Detect Outliers/Anomalies That Every Data Scientist Should Know (Python Code)https://towardsdatascience.com/5-ways-to-detect-outliers-that-every-data-scientist-should-know-python-code-70a54335a623
https://patch-diff.githubusercontent.com/luiul/python-datasci#143-dealing-with-missing-data
.transform() methodhttps://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.transform.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#15-cross-validation-and-linear-regression-project-
https://patch-diff.githubusercontent.com/luiul/python-datasci#151-train--test-split
https://patch-diff.githubusercontent.com/luiul/python-datasci#152-train--validation--test-split
https://patch-diff.githubusercontent.com/luiul/python-datasci#153-k-fold-cross-validation--built-in-function
3.3. Metrics and scoring: quantifying the quality of predictions - scikit-learn 0.24.0 documentationhttps://scikit-learn.org/stable/modules/model_evaluation.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#154-grid-search
https://patch-diff.githubusercontent.com/luiul/python-datasci#16-support-vector-machines-
https://patch-diff.githubusercontent.com/luiul/python-datasci#161-history
https://patch-diff.githubusercontent.com/luiul/python-datasci#162-theory-and-intuition
https://patch-diff.githubusercontent.com/luiul/python-datasci#1621-hyperplanes-and-margins
https://patch-diff.githubusercontent.com/luiul/python-datasci#1622-kernels
https://patch-diff.githubusercontent.com/luiul/python-datasci#1623-kernel-trick-and-sklearn
https://patch-diff.githubusercontent.com/luiul/python-datasci#17-open-questions-and-tasks-
https://patch-diff.githubusercontent.com/luiul/python-datasci#171-open-questions
https://patch-diff.githubusercontent.com/luiul/python-datasci#172-backlog
Regression Analysishttps://en.wikipedia.org/wiki/Regression_analysis
https://patch-diff.githubusercontent.com/luiul/python-datasci#173-in-progress
https://patch-diff.githubusercontent.com/luiul/python-datasci#174-resolved
data column referencehttps://www.notion.so/ac02bfefe61246918aabf0e6094f18c9
data typehttps://en.wikipedia.org/wiki/Data_type
7 data typeshttps://towardsdatascience.com/7-data-types-a-better-way-to-think-about-data-types-for-machine-learning-939fae99a689
Tables Generatorhttps://www.tablesgenerator.com/html_tables
copy warninghttps://realpython.com/pandas-settingwithcopywarning/
rawTimesamphttps://stackoverflow.com/questions/19231871/convert-unix-time-to-readable-date-in-pandas-dataframe
documentationhttps://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.to_datetime.html
https://patch-diff.githubusercontent.com/luiul/python-datasci#175-workflow
https://patch-diff.githubusercontent.com/luiul/python-datasci#18-notes-
https://patch-diff.githubusercontent.com/luiul/python-datasci#181-on-the-articles
https://patch-diff.githubusercontent.com/luiul/python-datasci#182-on-the-project
https://patch-diff.githubusercontent.com/luiul/python-datasci#1821-suggestions-for-improvement
https://patch-diff.githubusercontent.com/luiul/python-datasci#1822-scaling-features
Scale, Standardize, or Normalize with Scikit-Learnhttps://towardsdatascience.com/scale-standardize-or-normalize-with-scikit-learn-6ccc7d176a02
https://docs.google.com/spreadsheets/d/1woVi7wq13628HJ-tN6ApaRGVZ85OdmHsDBKLAf5ylaQ/edit#gid=0
Scatter Plotshttps://plotly.com/python/line-and-scatter/
https://www.researchgate.net/post/How_to_generate_trajectory_dataset
statistics-meets-logistics - Google My Mapshttps://www.google.com/maps/d/edit?hl=en&mid=16uGNwcuE2fgafLTK6ZG4MUEpYxuT1L7w&ll=51.47743099355503%2C7.44238676500002&z=13
Export Google Maps Route to KML/GPXhttps://gis.stackexchange.com/questions/152571/export-google-maps-route-to-kml-gpx
GPS Visualizer: Convert GPS files to plain text or GPXhttps://www.gpsvisualizer.com/convert_input
https://patch-diff.githubusercontent.com/luiul/python-datasci#19-misc-
Python - Check If Word Is In A Stringhttps://stackoverflow.com/questions/5319922/python-check-if-word-is-in-a-string
Why does Python code use len() function instead of a length method?https://stackoverflow.com/questions/237128/why-does-python-code-use-len-function-instead-of-a-length-method
Code Faster with Line-of-Code Completions, Cloudless Processinghttps://www.kite.com/python/answers/how-to-display-float-values-in-a-pandas-dataframe-to-two-decimal-places-in-python
string - Common string operations - Python 3.9.1 documentationhttps://docs.python.org/3/library/string.html#format-specification-mini-language
Python String format() Methodhttps://www.w3schools.com/python/ref_string_format.asp
Dashboarding with Jupyter Notebooks, Voila and Widgets | SciPy 2019 | M. Breddels and M. Renouhttps://www.youtube.com/watch?v=VtchVpoSdoQ
Building Interactive Applications and Dashboards in the Jupyter Notebookhttps://www.youtube.com/watch?v=i40d8-Hu4vM
How do I print entire number in Python from describe() function?https://stackoverflow.com/questions/41328633/how-do-i-print-entire-number-in-python-from-describe-function
15. Floating Point Arithmetic: Issues and Limitations - Python 3.9.1 documentationhttps://docs.python.org/3/tutorial/floatingpoint.html
% (String Formatting Operator) - Python Reference (The Right Way) 0.1 documentationhttps://python-reference.readthedocs.io/en/latest/docs/str/formatting.html
How to save Jupyter's environment (and kernels)https://kiwidamien.github.io/save-jupyters-environment
Visualize any Data Easily, from Notebooks to Dashboards | Scipy 2019 Tutorial | James Bednarhttps://www.youtube.com/watch?v=7deGS4IPAQ0
pandas - check for non unique values in dataframe groupbyhttps://stackoverflow.com/questions/33732106/pandas-check-for-non-unique-values-in-dataframe-groupby
How to install the JupyterLab pluginhttps://help.kite.com/article/143-how-to-install-the-jupyterlab-plugin
Meaning of 'hue" in seaborn barplothttps://datascience.stackexchange.com/questions/46117/meaning-of-hue-in-seaborn-barplot
Six easy ways to run your Jupyter Notebook in the cloudhttps://www.dataschool.io/cloud-services-for-jupyter-notebook/
Add percentages instead of counts to countplot 路 Issue #1027 路 mwaskom/seabornhttps://github.com/mwaskom/seaborn/issues/1027
Python: Plotting percentage in seaborn bar plothttps://stackoverflow.com/questions/35692781/python-plotting-percentage-in-seaborn-bar-plot
How to deal with SettingWithCopyWarning in Pandashttps://stackoverflow.com/questions/20625582/how-to-deal-with-settingwithcopywarning-in-pandas
Select by partial string from a pandas DataFramehttps://stackoverflow.com/questions/11350770/select-by-partial-string-from-a-pandas-dataframe
SettingWithCopyWarning in Pandas: Views vs Copies - Real Pythonhttps://realpython.com/pandas-settingwithcopywarning/
pandas.DataFrame.copy - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.copy.html
Indexing and selecting data - pandas 1.1.5 documentationhttps://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html
why should I make a copy of a data frame in pandashttps://stackoverflow.com/questions/27673231/why-should-i-make-a-copy-of-a-data-frame-in-pandas
return string with first match Regexhttps://stackoverflow.com/questions/38579725/return-string-with-first-match-regex
Creating for loop until list.lengthhttps://stackoverflow.com/questions/14532875/creating-for-loop-until-list-length
IPython Notebook cell multiple outputshttps://stackoverflow.com/questions/34398054/ipython-notebook-cell-multiple-outputs
sklearn: how to get coefficients of polynomial featureshttps://stackoverflow.com/questions/31290976/sklearn-how-to-get-coefficients-of-polynomial-features
HTML Tables generator - TablesGenerator.comhttps://www.tablesgenerator.com/html_tables
How to emulate a do-while loop in Python?https://stackoverflow.com/questions/743164/how-to-emulate-a-do-while-loop-in-python
How do you create different variable names while in a loop?https://stackoverflow.com/questions/6181935/how-do-you-create-different-variable-names-while-in-a-loop
List of probability distributionshttps://en.wikipedia.org/wiki/List_of_probability_distributions
Making Predictive Models Robust: Holdout vs Cross-Validation - KDnuggetshttps://www.kdnuggets.com/2017/08/dataiku-predictive-model-holdout-cross-validation.html
3.1. Cross-validation: evaluating estimator performance - scikit-learn 0.24.1 documentationhttps://scikit-learn.org/stable/modules/cross_validation.html
Cross-validation (statistics)https://en.wikipedia.org/wiki/Cross-validation_(statistics)
Train/Test Split and Cross Validation - A Python Tutorial - AlgoTrading101 Bloghttps://algotrading101.com/learn/train-test-split/
Training, Validation, and Holdout | DataRobot Artificial Intelligence Wikihttps://www.datarobot.com/wiki/training-validation-holdout/
6 Important Steps to build a Machine Learning Systemhttps://towardsdatascience.com/6-important-steps-to-build-a-machine-learning-system-d75e3b83686
The 5 Classification Evaluation Metrics Every Data Scientist Must Know - KDnuggetshttps://www.kdnuggets.com/2019/10/5-classification-evaluation-metrics-every-data-scientist-must-know.html
Last jedi release (0.18.0) is incompatible with ipython (7.19 and 7.18 tested); reason - column arg was deprecated, and now removed 路 Issue #12740 路 ipython/ipythonhttps://github.com/ipython/ipython/issues/12740
kiteco/jupyterlab-kitehttps://github.com/kiteco/jupyterlab-kite
ImportError: No module named 'jupyter_nbextensions_configurator' 路 Issue #1115 路 ipython-contrib/jupyter_contrib_nbextensionshttps://github.com/ipython-contrib/jupyter_contrib_nbextensions/issues/1115
jupyter_nbextensions_configurator server extension not visible 路 Issue #90 路 Jupyter-contrib/jupyter_nbextensions_configuratorhttps://github.com/Jupyter-contrib/jupyter_nbextensions_configurator/issues/90
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