Advanced Programme in Computational Data Science

Modules

• Bridge
  Module
• Foundations
  of Data Science
• Machine
  Learning
• Computing
  for AI/ML
• Neural
  Networks
• Data
  Engineering
• Business Analytics: Data Science in Practice

Note: All modules have colab-based experiments with coding exercises (both full code along and no-hints version)

Capstone Projects (Option to Bring Your Own Project)

• Real-time system
  for Tweet Analytics
• Food Image
  Segmentation
• Talent Retention and
  Attrition Prediction
• Identification of Quora question
  pairs with the same intent
• Stock Market predictions
  based on Time Series
• Prediction of Client Subscription
  to a Bank term Deposit
• Direct Retail Marketing efforts based on Customer Segmentation using ML based Clustering techniques
• Movie Recommendation
  System
• Predict the future daily-demand
  for a large Logistics Company
• Achieving image super-resolution using a Generative Adversarial Network
• Determine key factors driving literacy rate in the Indian demography using Predictive Data Analytics
• Urban Crime Data Analytics
  for safety improvement
• Breast Cancer classification from digitized FNA image feature measurements
• Exploratory and Predictive Data Analytics using Indian Premier League (IPL) dataset
• Anomaly detection in Bearing
  Vibration Measurements

Tools

Case Studies

Analyse how industry uses computational data science through real-world use cases

Data Stories

Showcase your data science journey in the programme through various experiments, projects and hackathons in a compelling manner.