Cheat Sheets for Machine Learning, Deep Learning, AI, Data Science, Maths & SQL
In this page, you can download all the important cheat sheet such as; Cheat Sheets for Machine Learning, Deep Learning, AI, Data Science, Maths & SQL. I have only listed out the most using Cheat Sheet by the Data Scientist/ Machine Learning Engineer.
A cheat sheet is a valuable documentation for all the engineer, who is working with data. Cheat sheet saves lots of time because; we don’t need to go for searching the solution in heavy and thick books. As we all know, Machine Learning/Data Science is a vast field and it is growing at jet speed. Consequently, the syllabus is also increasing. So, it is obvious, that we cannot remember all the algorithms, tools, formula and functions for a long time. Therefore we need a cheat sheet to get a quick solution.
If you want all of the cheat sheets in a single zip file; you can download at the end of the post.
Cheat Sheets for Machine Learning
On the internet, you will find lots of machine learning algorithms cheat sheet. But here I include only those cheat sheet, who is well detailing and more explainable.
- Algorithm Summary
Source: http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/
- Brief summary of the algorithms
Source: https://blog.dataiku.com/machine-learning-explained-algorithms-are-your-friend
- Machine Learning Algorithms
Source: http://thinkbigdata.in/best-known-machine-learning-algorithms-infographic/
- SAS Algorithms
Source: http://blogs.sas.com/content/subconsciousmusings/2017/04/12/machine-learning-algorithm-use/
- TensorFlow
- scikit-learn
Source: https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet#gs.fZ2A1Jk
Source: http://peekaboo-vision.blogspot.de/2013/01/machine-learning-cheat-sheet-for-scikit.html
- The Neural Networks Zoo
Source: http://www.asimovinstitute.org/neural-network-zoo/
- Microsoft Azure Machine Learning Algorithm
Source: https://docs.microsoft.com/en-us/azure/machine-learning/machine-learning-algorithm-cheat-sheet
Python Cheat Sheets
You can download from here, the most comprehensive cheat sheets for the python.
- Python Basics
Source: http://datasciencefree.com/python.pdf
- Python for Data science
Source: https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics#gs.0x1rxEA
- Numpy
Source: http://datasciencefree.com/numpy.pdf
Source: https://www.dataquest.io/blog/numpy-cheat-sheet/
Source: https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/numpy/numpy.ipynb
Source: https://www.datacamp.com/community/blog/python-numpy-cheat-sheet#gs.Nw3V6CE
- Pytorch
Source: https://github.com/bfortuner/pytorch-cheatsheet
- Pandas
Source: https://www.datacamp.com/community/blog/python-pandas-cheat-sheet#gs.S4P4T=U
Source: http://datasciencefree.com/pandas.pdf
Source: https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/pandas/pandas.ipynb
- Matplotlib
Source: https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet
- Keras Cheat Sheet
Source: https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf
Maths Cheat Sheets
This four cheat sheet covers most of the maths related, machine learning algorithms.
- Linear Algebra
Source: https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf
- Calculus
Source: http://tutorial.math.lamar.edu/getfile.aspx?file=B,41,N
- Statistics
Source: http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf
- Probability
Source: http://www.wzchen.com/s/probability_cheatsheet.pdf
SQL Cheat Sheet
Source: http://www.sql-tutorial.net/sql-cheat-sheet.pdf
MySQL Cheat Sheet
Source: http://cse.unl.edu/~sscott/ShowFiles/SQL/CheatSheet/SQLCheatSheet.html
Yes! you can Download the zip file of all the above mention cheat sheet from here. Keep sharing information.
You can check out some useful information about Artificial Intelligence(AI) and Machine Learning(ML).
Let me know in the comment section below! if I am missing any you like.
