Links to freely available data science and machine learning cheatsheets
- A list of most common ANNs architectures | part #1
- A list of most common ANNs architectures | part #2
- How to choose an hidden layer activation function
- How to choose an output layer activation function
- Convolutional Neural Networks cheatsheet by Afshine Amidi and Shervine Amidi
- Recurrent Neural Networks cheatsheet by Afshine Amidi and Shervine Amidi
- Complete list of biases by Ramya Srinivasan and Ajay Chander
- Biases in a ML pipeline
- Big Data Hadoop Cheat Sheet
- Scala cheatsheet
- Spark and RDD User Handbook
- Hive Functions Cheat-sheet
- Spark with sparklyr
- Roadme on how to become a data scientist by Swami Chandrasekaran
- Must known concepts in data science
- 101 in AI
- Time and space complexity by Eric Rowell
- Data Structures Cheat Sheet
- Algorithms and Data Structures Cheatsheet
- Deep Learning Tips and Tricks cheatsheet by Afshine Amidi and Shervine Amidi
- Deep Learning cheatsheet by Afshine Amidi and Shervine Amidi
- Deep learning
- Must known DL concepts
- Machine learning methods classification
- Data Scients Cheat Sheet by Aaron Wang | Part #1
- Data Scients Cheat Sheet by Aaron Wang | Part #2
- Complete listed of methods by Maverick Lin
- Supervised Learning cheatsheet by Afshine Amidi and Shervine Amidi
- Unsupervised Learning cheatsheet by Afshine Amidi and Shervine Amidi
- Machine Learning tips and tricks cheatsheet by Afshine Amidi and Shervine Amidi
- Reflex-based models with Machine Learning by Afshine Amidi and Shervine Amidi
- States-based models with search optimization and MDP by Afshine Amidi and Shervine Amidi
- Variables-based models with CSP and Bayesian networks by Afshine Amidi and Shervine Amidi
- Logic-based models with propositional and first-order logic by Afshine Amidi and Shervine Amidi
- Supervised learning
- Unsupervised learning
- Tips & tricks
- Must known ML concepts
- Calculus cheat sheet #2
- Calculus cheat sheet #2
- Calculus
- The Matrix Cookbook
- Vector, Matrix, and Tensor Derivatives
- Linear algebra
- First order ODE
- Second order ODE
- Linear algebra and calculus
- Basic python for data scientist by datacamp
- NumPy Basics by datacamp
- Python Cheat Sheet by WebsiteSetup
- Statistical Hypothesis Tests by Machine Learning Mastery
- Gallery of Distributions
- Probability Cheatsheet by William Chen
- Statistics by Quick Study
- Statistics #1
- Statistics #2
- 5 Statistical Paradoxes Data Scientists Should Know
- Probability and Statistics for Engineers
- Complite probability cheatsheet
- Schema for prediction intervals link