Course Details

Advanced RAG & Enterprise Data

Move beyond basic vector search. Master GraphRAG, hybrid retrieval, and chunking strategies for enterprise knowledge bases.

8 Weeks₹64,000

Hands-on Highlights

This program is designed around shipping functional, production-ready AI applications from day one. You will move beyond theory and build real products.

1Implement Hybrid Search (Dense + Sparse retrieval)
2Build a Knowledge Graph using GraphRAG
3Improve accuracy with Cross-Encoder reranking
4Evaluate RAG pipelines using RAGAS

Detailed Syllabus

Week 1-2

Advanced Chunking & Indexing

→Semantic vs structural chunking
→Hierarchical indexing (Parent-Child document retrieval)
→Handling PDFs, tables, and messy enterprise data
→Updating and deleting vectors efficiently

Week 3-4

Hybrid Search & Reranking

→BM25 keyword search vs Vector search
→Combining scores with Reciprocal Rank Fusion (RRF)
→Using Cohere or BGE Cross-Encoders for reranking
→Optimizing retrieval latency

Week 5-6

GraphRAG & Structured Data

→Introduction to Knowledge Graphs (Neo4j)
→Extracting entities and relationships with LLMs
→Combining Graph traversal with vector search
→Text-to-SQL for structured database querying

Week 7-8

Evaluation & Guardrails

→Evaluating RAG with RAGAS (Faithfulness, Relevance)
→Implementing NeMo Guardrails for safety
→Preventing data leakage and securing prompts
→Capstone: Enterprise Knowledge Search Engine

Format & Location

Hybrid Learning

Choose between intensive IRL bootcamps at our physical campuses in Pondicherry, Vellore, or Coimbatore, or join our flexible online programs designed for working professionals.

Prerequisites

Who is this for?

We assume a fundamental understanding of Python and basic programming concepts. This is for developers looking to master deep learning and build real AI products.

Elite Mentorship

Learn from builders

Learn directly from engineers who have built and scaled AI systems. Get code reviews, architecture feedback, and career guidance.

Outcomes

Ship real products

Our primary focus is helping you build a strong portfolio of real, deployed AI products to show employers. All graduates receive a verifiable certificate.

Ready to build?

Join our next cohort to get started.

Apply Now