The Executive Certification in Data Science, Gen AI and Agentic AI by the Technology Innovation Hub at IIT Bombay is designed to build end-to-end expertise across data analytics, machine learning, Generative AI, and enterprise-grade Agentic AI systems.

The program begins with Python programming, computational thinking, SQL, analytics, dashboarding, statistics, and machine learning. Learners develop practical skills in data preparation, exploratory analysis, predictive modelling, visualization, and business intelligence using widely adopted tools and frameworks.

The curriculum then progresses into deep learning, natural language processing, Generative AI, large language models, prompt engineering, multimodal AI, and AI-powered analytics workflows. Learners also explore enterprise RAG pipelines, vector databases, local and foundation models, and modern LLM orchestration frameworks.

Advanced modules cover AI agents, tool calling, memory, multi-agent systems, CrewAI, LangGraph, Model Context Protocol, Agent-to-Agent communication, security, guardrails, LLMOps, evaluation, monitoring, deployment, and production engineering.

Through practical projects and a final assessment, learners gain hands-on experience applying data science, Generative AI, and Agentic AI to real-world business problems and production-ready AI applications.