The course is extensive in terms of real world use cases, applied AI and real use cases.
Detailed Curriculum :
Week 1 : Gentle Intro to capabilities of Gen AI & Agentic AI
Build your first AI app - chatbot or Code an online Saas in Minutes
History of Language and Language Modelling ,
Word Representations - Embeddings / Word2Vec / Tokens
Week 2 : That 7 page prompt.. Which changed the work forever
Prompt Engineering & Text Generation
Zero Shot and Few shot learning
Week 3 : Digging Deeper into Transformers
Building our own LLM : Using the transformers
Language Modelling & Transformer Architecture - in Detailed
Building the LLM from the scratch - Transformer Architecture
Week 4 : How movie reviews are manipulated by Production Houses
Classify reviews or movie plots or story lines
How to classify anything or everything using LLMs
Fine Tuning Language Models for domain specific cases
Real World case study using LLMs : Clustering & Topic Modelling
Week 5 : Semantic Search & RAG
Dense Retrieval, Reranking and Evaluation of Retrieval
RAG : Grounded Generation, RAG with local Models
Advanced RAG, Evaluation of RAG
Week 6 : Agentic AI & Advanced Agents
Types of Agents - Control,Autonomy,
Tools in AI , Available tools, how to include in workflows
Agentic RAG & MCP in context of Agents
Planning & Reasoning, Memory in Context of Agents
Multi Agentic Systems and two enterprise use cases