Mail.ru Technopark
CUDA C/C++, Python programming, Image analysis and Deep Learning

Table of Content

1. CUDA technology review

• CUDA Work with memory

• CUDA libs & OpenACC

• Machine Learning intro

  • Lecture
  • Numpy, Pandas, Matplotlib

• Clustering & Text analysis

  • Lecture
  • Implementation

• Decision trees & Metrics

  • Lecture
  • Implementation

• Regularization, Optimization, Gradient descent

  • Lecture
  • Implementation

• Neural Networks & Feature preprocessing

  • Lecture
  • Implementation

• Computer vision (Face / Hand Detection)

  • Lecture
  • Implementation

• MPL (Lasange, Theano)

  • Lecture
  • Implementation

• Autoencoders, Siamese, Transfer Learning

  • Lecture
  • Course Work

• Deep Learning