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Development Environment and Tools Setup
Components of a Production RAG Pipeline
Enterprise Use Cases for Advanced RAG
Modern RAG Architecture Overview
What is Retrieval-Augmented Generation (RAG)
Limitations of Basic RAG Systems
Re-ranking Techniques for Better Results
Metadata Filtering and Context Optimization
Hybrid Search (Vector + Keyword Search)
Understanding Embeddings and Vector Databases
Semantic Chunking Best Practices
Chunking Strategies (Fixed, Recursive, Semantic)
Handling Ambiguous and Complex Queries
Query Rewriting with LLMs
Context Expansion Techniques
Query Preprocessing Techniques
HyDE (Hypothetical Document Embeddings)
Multi-Query Generation Strategies
Multi-Step Retrieval Pipelines
Agentic RAG Workflows
Graph RAG Concepts and Knowledge Graphs
Corrective RAG (CRAG) Implementation
Multimodal RAG (Text, Images, Tables)
Self-RAG Architecture and Workflows
Security and Access Control for Enterprise Data
Observability, Logging, and Monitoring
Query Optimization
Setting Up an Enterprise RAG System
Retrieval and Generation Evaluation
Data Governance and Compliance
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Senior Industry Specialist
Specialist in AI, Machine Learning & Data Science. Real-world engineering curriculum and hands-on masterclasses.
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