Special Course in Machine Learning: Competitive Data Science 2020/21 sügis

Coursera

• How to Win a Data Science Competition: Learn from Top Kagglers

Competitions

Calender from ods.ai community

• Kaggle
• Driven Data
• Top Coder
• Yandex Cup
• CodaLab
• Biendata
• Zindi
• Unearthed
• Signate

Check also conference competition tracks (e.g. NeurIPS)

Linear Algebra

• Linear Algebra and Calculus refresher from Stanford Machine Learning course
• Linear Algebra Review and Reference from Stanford
• Computational Linear Algebra for Coders from fast.ai.

Calculus

• Vector, Matrix, and Tensor Derivatives from Stanford.
• The Matrix Calculus You Need For Deep Learning from fast.ai.

Probability

• Probabilities and Statistics refresher from Stanford Machine Learning course
• Review of Probability Theory from Stanford.

Deep Learning

• Ian Goodfellow Deep Learning book