junmoan/machine-learning-data-science-cheat-sheets

Cheat Sheets of Machine Learning and Python

Cheat Sheets of Machine Learning and Data Science

This document is under early stage development.

List of Machine Learning and Data Science Cheat Sheet

The Neural Network Zoo

• http://www.asimovinstitute.org/neural-network-zoo/

Machine Learning Algorithm Cheat Sheet for Azure Machine Learning designer

• https://docs.microsoft.com/en-us/azure/machine-learning/machine-learning-algorithm-cheat-sheet

Which machine learning algorithm should I use?

• http://blogs.sas.com/content/subconsciousmusings/2017/04/12/machine-learning-algorithm-use/

A Tour of Machine Learning Algorithms

• https://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/

The world of machine learning algorithms – a summary infographic

• https://erdatadoc.com/2016/09/03/the-world-of-machine-learning-algorithms-a-summary-infographic/

Machine Learning Explained: Algorithms Are Your Friend

• https://blog.dataiku.com/machine-learning-explained-algorithms-are-your-friend

Cheatsheet – Python & R codes for common Machine Learning Algorithms

• https://www.analyticsvidhya.com/blog/2015/09/full-cheatsheet-machine-learning-algorithms/

Quick Guide: Steps To Perform Text Data Cleaning in Python

• https://www.analyticsvidhya.com/blog/2015/06/quick-guide-text-data-cleaning-python/?utm_source=linkedin.com&utm_medium=social

101 Machine Learning Algorithms for Data Science with Cheat Sheets

• https://www.r-bloggers.com/2019/07/101-machine-learning-algorithms-for-data-science-with-cheat-sheets/
  
  

Python

Python Cheat Sheet

• http://datasciencefree.com/python.pdf

Python For Data Science - A Cheat Sheet For Beginners

• https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics#gs.0x1rxEA

Python For Data Science - Cheat Sheet (Python Basics)

• https://datacamp-community-prod.s3.amazonaws.com/e30fbcd9-f595-4a9f-803d-05ca5bf84612
  
  

Numpy

NumPy Cheat Sheet — Python for Data Science

• https://www.dataquest.io/blog/numpy-cheat-sheet/

Numpy Cheat Sheet

• http://datasciencefree.com/numpy.pdf

Python For Data Science - Cheat Sheet (NumPy Basics)

• https://datacamp-community-prod.s3.amazonaws.com/e9f83f72-a81b-42c7-af44-4e35b48b20b7

NumPy Cheat Sheet: Data Analysis in Python

• https://www.datacamp.com/community/blog/python-numpy-cheat-sheet#gs.Nw3V6CE

Numpy Sample Codes

• https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/numpy/numpy.ipynb
  
  

Pandas

Python For Data Science - Cheat Sheet (Pandas Basics)

• http://datacamp-community-prod.s3.amazonaws.com/dbed353d-2757-4617-8206-8767ab379ab3

Data Analysis with PANDAS - CHEAT SHEET

• http://datasciencefree.com/pandas.pdf

Pandas Cheat Sheet for Data Science in Python

• https://www.datacamp.com/community/blog/python-pandas-cheat-sheet#gs.S4P4T=U

Python For Data Science - Cheat Sheet (Pandas Basics)

• http://datacamp-community-prod.s3.amazonaws.com/dbed353d-2757-4617-8206-8767ab379ab3

Python For Data Science - Cheat Sheet (Pandas)

• https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Pandas_Cheat_Sheet_2.pdf

Pandas Sample Codes

• https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/pandas/pandas.ipynb
  
  

Deep Learning

TensorFlow

• https://cdn-images-1.medium.com/max/2000/1*dtOZSuYDonyyBvEULpJALw.png

PyTorch

• https://pytorch.org/tutorials/beginner/ptcheat.html

Pytorch Sample Codes

• https://github.com/bfortuner/pytorch-cheatsheet/blob/master/pytorch-cheatsheet.ipynb

Python For Data Science - Cheat Sheet (Keras)

• https://datacamp-community-prod.s3.amazonaws.com/4d91fcbc-820d-4ae2-891b-f7a436ebefd4
  
  

Scikit-Learn

Scikit-Learn Cheat Sheet: Python Machine Learning

• https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet#gs.fZ2A1Jk

Cheatsheet: Scikit-Learn & Caret Package for Python & R respectively

• https://www.analyticsvidhya.com/blog/2016/12/cheatsheet-scikit-learn-caret-package-for-python-r-respectively/?utm_source=linkedin.com&utm_medium=social

Python For Data Science - Cheat Sheet (Scikit-Learn)

• https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf

Machine Learning Cheat Sheet (for scikit-learn)

• https://peekaboo-vision.blogspot.com/2013/01/machine-learning-cheat-sheet-for-scikit.html
  
  

Jupyter Notebook

Python For Data Science - Cheat Sheet (Jupyter Notebook)

• https://datacamp-community-prod.s3.amazonaws.com/f9f06e72-519a-4722-9912-b5de742dbac4

Jupyter Notebook Keyboard Shortcuts

• https://cheatography.com/weidadeyue/cheat-sheets/jupyter-notebook/
  
  

Visualization

Matplotlib Cheat Sheet: Plotting in Python

• https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet

Python For Data Science - Cheat Sheet (Bokeh)

• https://datacamp-community-prod.s3.amazonaws.com/f9511cf4-abb9-4f52-9663-ea93b29ee4b7

Python For Data Science - Cheat Sheet (Matplotlib)

• https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Cheat_Sheet.pdf

matplotlib Sample Codes

• https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/matplotlib/matplotlib.ipynb

Python For Data Science - Cheat Sheet (Seaborn)

• https://datacamp-community-prod.s3.amazonaws.com/f9f06e72-519a-4722-9912-b5de742dbac4
  
  

Natural Language Processing

• https://www.cheatography.com//murenei/cheat-sheets/natural-language-processing-with-python-and-nltk/pdf/
  
  

Importing Data

Python For Data Science - Cheat Sheet (Importing Data)

• https://datacamp-community-prod.s3.amazonaws.com/50d31142-3de0-4159-89b9-18b718a728ef
  
  

spaCy

Python for Data Science Cheat Sheet (spaCy)

• http://datacamp-community-prod.s3.amazonaws.com/29aa28bf-570a-4965-8f54-d6a541ae4e06
  
  

PySpark

Python For Data Science - Cheat Sheet (PySpark - RDD Basics)

• https://datacamp-community-prod.s3.amazonaws.com/4d91fcbc-820d-4ae2-891b-f7a436ebefd4

Python For Data Science - Cheat Sheet (PySpark - SQL Basics)

• https://datacamp-community-prod.s3.amazonaws.com/65076e3c-9df1-40d5-a0c2-36294d9a3ca9
  
  

Probability & Statistics

Probability Cheatsheet v2.0

• https://static1.squarespace.com/static/54bf3241e4b0f0d81bf7ff36/t/55e9494fe4b011aed10e48e5/1441352015658/probability_cheatsheet.pdf

Statistics Cheat Sheet

• http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf
  
  

Linear Algebra

Python For Data Science - Cheat Sheet (SciPy - Linear Algebra)

• https://datacamp-community-prod.s3.amazonaws.com/5710caa7-94d4-4248-be94-d23dea9e668f

Linear algebra explained in four pages

• https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf