Welcome to our cheat sheet collection for data scientists and machine learning engineers!
On this page, you can find a range of cheat sheets covering important topics such as machine learning cheat sheets, machine learning algorithms cheat sheets, data science cheat sheets, deep learning cheat sheets, AI cheat sheets, Maths cheat sheets, and SQL cheat sheets.
I have only listed out the most using cheat sheets by experts in the field.
A cheat sheet is 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 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, formulas, 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 them at the end.
Machine Learning Cheat Sheets
Machine Learning Algorithms Cheat Sheets
On the internet, you will find lots of machine learning algorithms cheat sheets. But here I include only those cheat sheets, which are well-detailed and more explainable.
Algorithm Summary
Brief summary of the algorithms
- Source: https://dataiku.com
SAS Algorithms
- Source: http://blogs.sas.com
TensorFlow Cheat Sheet
- Source: https://github.com
Scikit-Learn Cheat Sheets
- Source 1: https://www.datacamp.com
- Source 2: https://peekaboo-vision.blogspot.com
The Neural Networks Zoo
- Source: https://www.asimovinstitute.org
Microsoft Azure Machine Learning Algorithm Cheat Sheet
- Source: https://learn.microsoft.com
Python Cheat Sheets
You can download from here, the most comprehensive cheat sheets for python.
Python Basics
Python for Data Science
- Source: https://www.datacamp.com
Numpy Cheat Sheets
- Source 1: http://datasciencefree.com/numpy.pdf
- Source 2: https://www.dataquest.io
- Source 3: https://github.com
- Source 4: https://www.datacamp.com
Pytorch Cheat Sheet
- Source: https://github.com
Pandas Cheat Sheet
- Source 1: https://www.datacamp.com
- Source 2: http://datasciencefree.com/pandas.pdf
- Source 3: https://github.com
Matplotlib Cheat Sheet
- Source 1: https://www.datacamp.com
- Source 2: https://github.com
Keras Cheat Sheet
- Source: https://s3.amazonaws.com
Maths Cheat Sheets
These four cheat sheet covers most of the maths-related machine learning algorithms.
Linear Algebra
- Source: https://minireference.com/
Calculus
- Source: http://tutorial.math.lamar.edu
Statistics
- Source: http://web.mit.edu
Probability
- Source: https://static1.squarespace.com
SQL Cheat Sheet
- Source: http://www.sql-tutorial.net
MySQL Cheat Sheet
Source: https://gist.github.com
Yes! you can Download the zip file of all the above mention cheat sheets from here. Keep sharing information.
Want to know how to make your career in AI and ML read these articles.
- Artificial Intelligence Career Path – Complete Step-By-Step Career Guide
- A Complete Guide to Start Your Career in Machine Learning
Let me know in the comment section below! if I missed any cheat sheet that you think should be added to this list.
