/ml-course-hse

Машинное обучение на ФКН ВШЭ

Primary LanguageJupyter Notebook

Machine Learning cource from Higher School of Economics (HSE)

source: https://github.com/esokolov/ml-course-hse

Lectures, materials from seminars, practical homeworks theoretical homeworks for the Machine Learning course from HSE

My completed homework can be found here

Books for the course:

  • Hastie T., Tibshirani R, Friedman J. The Elements of Statistical Learning (2nd edition). Springer, 2009.
  • Bishop C. M. Pattern Recognition and Machine Learning. Springer, 2006.
  • Mohri M., Rostamizadeh A., Talwalkar A. Foundations of Machine Learning. MIT Press, 2012.
  • Murphy K. Machine Learning: A Probabilistic Perspective. MIT Press, 2012.
  • Mohammed J. Zaki, Wagner Meira Jr. Data Mining and Analysis. Fundamental Concepts and Algorithms. Cambridge University Press, 2014.
  • Willi Richert, Luis Pedro Coelho. Building Machine Learning Systems with Python. Packt Publishing, 2013.