Machine Learning Resources

1. Courses

1. Stanford CS231n: Convolutional Neural Networks for Visual Recognition
2. Coursera Deep Learning Specialization
3. edx Microsoft Professional Program in Artificial Intelligence
4. Datacamp Deep Learning in Python
5. Khan Academy Differential Calculus
6. IBM Cognitive Class AI: Deep Learning
7. Lecture Collection | Convolutional Neural Networks for Visual Recognition (Spring 2017)
8. edx Probability - The Science of Uncertainty and Data by MIT
9. edx Deep Learning with Python and PyTorch by IBM
10. edx Introduction to Python for Data Science 1
11. Deep Learning by IBM
12. 6.S191: Introduction to Deep Learning
13. fast.ai

2. Useful Websites

1. http://deeplearning.net/tutorial/contents.html
2. Trask
3. Calculus Learning Guide
4. The Matrix Calculus You Need For Deep Learning
5. Skymind A.I. Wiki
6. ...

3. Books

1. http://neuralnetworksanddeeplearning.com/index.html
2. https://www.deeplearningbook.org/

4. Good to know about

1. Statistics and Data Science
2. Deep Learning by IBM