Arvutiteaduse instituut
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  • English
  • Kursused
  • 2020/21 sügis
  • Special Course in Machine Learning: Competitive Data Science (MTAT.03.317)

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

  • Main
  • Schedule
  • Links

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
  • Arvutiteaduse instituut
  • Loodus- ja täppisteaduste valdkond
  • Tartu Ülikool
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