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Regular version of the site

Programme Curriculum

1st year

1st year
1 2 3 4

Linear Algebra in Machine Learning

 

Numerical Analysis in Machine Learning

 

Deep Learning

 

Probability and Mathematical Statistics

 

Databases

 

Image Analysis

 

Introduction to Algorithms

 

Game Theory

 

Deep Reinforcement Learning

 

Mathematical Optimization

 

Modern Data Analysis

 

Introduction to UNIX and Scripting (UNIX + Python)

 

Machine Learning

 

Parallel Computing

 
  MAGOLEGO
or
a School of Data Analysis' course

2nd year

2nd year
1 2 3 4

Machine Learning - II

 

Knowledge Representation and Reasoning

 
 

Information Retrieval

 

Natural Language Processing

 

 

Big Data Machine Learning

 
 

Bayesian Methods and Probabilistic Graphical Models

 

Neuro-Bayesian Methods

 
 

Self-Driving Cars

 

Web Search

 
 

GPU Programming

 
 

Python for Data Analysis

 

 

Computational Neurobiology

 

Machine Learning in Software Engineering