Programme Content
Healthcare & AI Landscape
Data Science & Modeling Lifecycle
Big Data Landscape
Scope of Applications of AI in Healthcare
Basic Conceptual Tools for Data Science & AI
Tech & Web Tools: (Python, SQL, Github, Web Tools, Pipelines, etc.)
Health-related Data Landscape & Practice
Essential Data Science & Analytics
Exploratory Data Analytics
Supervised Machine Learning
Unsupervised Machine Learning
Scaling Models to Big Data
Applications
Deep Learning: Models & Applications
Generative AI: Models & Applications
Computer Vision (Image)
Time Series Analysis and Forecasting
Natural Language Processing
LLM & Multimodal Models for Healthcare
Introduction to Web
Big Data Management for Healthcare
Web Dashboards (Interactive Graphs and Tables)
ML/AI Apps for Healthcare
MLOps (Deployment & Automation)
Case Studies of Healthcare Products
Reinforcement Learning & Applications
Agentic AI & Healthcare Applications
Operational and Strategic Business Contexts
Digital Transformation & Rollout: Industry Cases
Regulation & Risk Assessment, Ethics & Privacy
Innovation & Adoption of New Practices
Bonus: Select Cases based on Learners’ Interest
Capstone Project
Hands-on Practice (Data Science & AI)
Data-driven & Company Cases in Healthcare
Campus Immersion (optional)
