Graduate Programme

Data Analysis & Machine-Statistical Learning

Courses

DAMSL-090 Data Structures

Semester: A
Course Type: Preparatory
ECTS: 5

DAMSL-091 Numerical Algorithms

Semester: A
Course Type: Preparatory
ECTS: 5

DAMSL-092 Probability Theory

Semester: A
Course Type: Preparatory
ECTS: 5

DAMSL-100 Introduction to Data Science

Semester: B
Course Type: Core
ECTS: 10

DAMSL-101 Introduction to Machine Learning

Semester: A
Course Type: Core
ECTS: 10

DAMSL-102 Mathematical and Computational Statistics

Semester: B
Course Type: Core
ECTS: 10

DAMSL-103 BAYESIAN Statistics

Semester: C
Course Type: Elective
ECTS: 10

DAMSL-104 Applied Linear Regression

Semester: A
Course Type: Elective
ECTS: 10

DAMSL-188 Applied Data Science

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-201 Optimization

Semester: X
Course Type: Elective
ECTS: 10

DAMSL-202 Numerical Analysis

Semester: C
Course Type: Elective
ECTS: 10

DAMSL-203 Numerical Approximation of DEs

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-210 Modeling in Physical Sciences

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-211 Time series analysis

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-212 Probabilistic Graphical Models

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-243 Big Data Analytics

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-267 Knowledge Representation and Reasoning

Semester: C
Course Type: Elective
ECTS: 10

DAMSL-272 Computer Vision

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-273 Introduction to Deep Generative Modelling

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-288 Analysis and Modelling of Brain Networks

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-293 Introduction to Game Theory

Semester: B
Course Type: Elective
ECTS: 10

DAMSL-300 Topics in Statistics

Semester: X
Course Type: Elective
ECTS: 10

DAMSL-310 Topics in Data Science

Semester: X
Course Type: Elective
ECTS: 10