Awesome Open Source
Awesome Open Source

Machine Learning, Imperial College London 2017

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A two-weeks in-depth course of machine learning organized by Yandex Data School at Imperial College. Contains theory and much practice!

Main topics:

  • python, scientific python (numpy, scipy, matplotlib)
  • python for data science (pandas, sklearn)
  • metric models
  • linear models
  • tree-based models and ensembles, in particular boosting
  • dimensionality reduction
  • tensor computations and neural networks (theano and keras)

Challenges

There were two challenges during the course:

  • restaraunt reviews classification
  • flavour tagging of B mesons

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jupyter-notebook (6,321
deep-learning (3,993
machine-learning (3,650
keras (773
scikit-learn (207
theano (76
sklearn (73
practice (44
yandex (40
lectures (17