Free Deep Learning Course | MIPT | Deep Learning School

AI is the new electricity. Just as 100 years ago electricity transformed industry after industry, AI will now do the same.

Andrew Ng,

co-founder of Coursera,

an Adjunct Professor at Stanford University

Deep Learning School -- organization supported by PSAMI MIPT and Lab of Innovation (MIPT).

The purpose of our courses is to acquaint students with the basic principles of deep learning (neural networks) in an interactive format and with practical tasks.

Why neural networks?

Almost all services of such large companies as Google, Yandex, Facebook, Microsoft use neural networks for their work. Why? Because they are extremely effective in tasks related to computer vision (for example, Google Photo) and natural language processing (for example, Yandex.Alice).

Who is this course for

We are doing our best to create accessible and understandable tutorials, so anyone with basic technical background can attempt to pass the course.

Things you will learn

Python

Basics
Data Science libraries

Machine Learning Basics

Metric-based algorithms
Linear models
Perceptron

Tools

Jupyter
Google Colaboratory
Deep Learning Frameworks

Multi-Layered Networks

Neuron
Fully Connected Networks
Multi Layered Perceptron

Math

Linear Algebra
Optimization Theory
Computational Mathematics

Convolutional Networks

Image classification
Neural Image segmentation
Object detection
Style transfer

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Course info

Online
Lecture, workshop and hometask every week
Course materials and grading process are provided with Canvas (free educational platform)
24/7 support by our teaching assistants