IDSD - Second Year

Access course materials, lecture notes, and academic resources for IDSD Second Year

IDSD Second Year Academic Documents

All documents are hosted on Google Drive. Click on any subject to access its PDF resources.

First Year Second Year Third Year Study Plan

IDSD Second Year

Semester 1

Advanced Machine Learning

Machine Learning Algorithms
Neural Networks and Deep Learning
Reinforcement Learning

Big Data Analytics

Introduction to Big Data
Hadoop Ecosystem
Spark for Data Processing

Data Visualization

Visualization Principles
Interactive Visualizations
Dashboard Design

Semester 2

Decision Making

Decision Theory
Game Theory
Optimization Methods

Data Mining

Introduction to Data Mining
Clustering Algorithms
Association Rules

Cloud Computing

Cloud Architectures
Cloud Services
Deployment Models