A collection of awesome Math learning resources.

Contributions are always welcome!

Course Information

Resources

• Resources
  • Courses
  • Books
  • Videos
    • Training and tutorials
  • Blogs

Courses

Courses that can you take alongside PyTorch scholarship course both Python and Machine Learning

• Linear Algebra refresher course from Udacity

• Linear algebra lectures from Gilbert Strang (very great lectures

• Linear algebra

• mlcourse.ai is an open Machine Learning course by OpenDataScience. The course is designed to perfectly balance theory and practice; therefore, each topic is followed by an assignment with a deadline in a week.

Books

Books - free and commercial

• Interactive textbook on Neural Network Fundamentals. Beginner resource
• Deep Learning book from Ian Goodfellow and Yoshua Bengio and Aaron Courville

Videos

An assortment of conference and training videos.

Training and tutorials

• 3blue1brown’s Channel (Intuitive refreshers in neural networks and linear Algebra))

• Siraj’s Channel (Topics and courses in AI, machine learning, decentralized apps, etc.)

• How to Learn Deep Learning (when you’re not a computer science Ph.D.)

• Introduction to PyTorch. Uses regression, classification and image recognition for teaching concepts such CNNs, FCNs, AutoGrad etc

• Intro to Neural Networks

Blogs

• Neural Network for beginners blog