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Retrieval-augmented-generation
5/5

Level

Advanced

Duration

8 weeks

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What is Retrieval-augmented-generation?

The Retrieval-Augmented-Generation (RAG) course provides in-depth, hands-on training on building intelligent AI systems that combine large language models with external knowledge sources for accurate, context-aware responses. Delivered through Jast Tech, this program focuses on overcoming LLM limitations such as hallucinations, static knowledge, and lack of domain context by integrating document retrieval pipelines. Learners will explore embeddings, vector databases, semantic search, chunking strategies, prompt orchestration, and real-time data augmentation. The course emphasizes practical implementation using modern RAG architectures, covering ingestion pipelines, indexing strategies, query rewriting, reranking, and response synthesis. Participants will also learn evaluation techniques, latency optimization, security considerations, and cost-efficient deployment patterns used in enterprise AI applications. By the end of the program, learners will be able to design, build, and deploy scalable RAG solutions for use cases such as chatbots, enterprise search, knowledge assistants, and decision-support systems. This course is ideal for AI engineers, data scientists, and software professionals seeking to implement production-grade generative AI systems aligned with real-world business requirements.

Job Roles You Can Achieve

After completing this course

  • Solutions Architect
  • Technical Consultant
  • Implementation Specialist
  • System Administrator
  • IT Professional

Retrieval-augmented-generation Curriculum

1
Module 01

Foundations of Generative AI and RAG

Introduces core generative AI concepts and explains why RAG has become the preferred architecture for enterprise-grade AI systems.

LLM overview and limitations
Why Retrieval-Augmented-Generation
RAG vs fine-tuning
2
Module 02

RAG Architecture and Workflow

Covers end-to-end RAG system design and interaction between retrievers, LLMs, and data sources.

High-level RAG pipeline
Data ingestion to response flow
Key architectural components
3
Module 03

Text Embeddings and Semantic Search

Focuses on converting text into vector representations and enabling semantic information retrieval.

Embedding models
Similarity metrics
Semantic vs keyword search
4
Module 04

Vector Databases and Indexing

Explains how vector databases store, index, and retrieve embeddings efficiently at scale.

FAISS, Pinecone, Weaviate concepts
Index types and storage strategies
Metadata filtering
5
Module 05

Data Preparation and Chunking Strategies

Teaches best practices for preparing high-quality knowledge sources for accurate retrieval.

Document parsing
Chunk size optimization
Overlap and context windows

Related Courses

Training Roadmap

Seven intentional milestones — from first session to dream job.

Onboarding

01
  • Meet your industry mentor
  • Define your goals
  • Skill gap assessment

Core Learning

02
  • Live interactive classes
  • AI-curated content
  • Recorded sessions

Hands-on Practice

03
  • Weekly assignments
  • MCQ evaluations
  • Module quizzes

Real Projects

04
  • 3 live industry projects
  • Portfolio building
  • Case studies

Mentorship

05
  • 1:1 doubt sessions
  • Peer collaboration
  • Expert feedback

Certification

06
  • Exam preparation
  • Practice dumps
  • Industry-recognised certificate

Career Launch

07
  • Resume crafting
  • Mock interviews
  • Job placement support

Key Projects

01

Enterprise Knowledge Base Assistant

This project involves building a RAG-powered assistant that answers employee queries using internal policy documents, manuals, and FAQs. The system ingests documents, generates embeddings, stores them in a vector databas...
02

Customer Support AI Chatbot

This project focuses on developing a RAG-based customer support chatbot that retrieves answers from product documentation and historical support tickets. The solution implements semantic search, query reranking, and prom...
03

Research Document Question-Answering System

This project builds a RAG system that enables users to query large research papers and reports. It covers document chunking, embedding optimization, and answer grounding, reflecting real-world applications in legal, acad...

Available Course Schedules

Select a schedule that works best for you

Weekend

Starts

04 Jul 2026

Time

09:30 AM – 12:30 PM

Duration

8 weeks

Weekdays

Starts

06 Jul 2026

Time

07:00 AM – 09:00 AM

Duration

8 weeks

Weekend

Starts

11 Jul 2026

Time

02:00 PM – 05:00 PM

Duration

8 weeks

Weekdays

Starts

13 Jul 2026

Time

08:00 PM – 10:00 PM

Duration

8 weeks

Need a custom schedule?

Our team will craft the perfect batch for you.

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Certification Details

Retrieval-augmented-generation – Associate

  • Exam Name

    Retrieval-augmented-generation – Associate

  • Duration

    130 minutes

  • Format

    Multiple Choice & Multi-Response

  • Passing Score

    720 (Scale: 100–1000)

  • Level

    Associate

Certificate of Completion

Prepare

Top Interview Questions

Curated questions with expert answers to help you ace your next interview.

Q1. What is Retrieval-Augmented-Generation?

RAG is an architecture that enhances LLM responses by retrieving relevant external data and injecting it into the prompt.

Q2. How does RAG reduce hallucinations?

By grounding responses in retrieved factual context rather than relying solely on model memory.

Q3. What role do embeddings play in RAG?

Embeddings convert text into vectors that enable semantic similarity search in vector databases.

Q4. Difference between dense and hybrid retrieval?

Dense retrieval uses embeddings, while hybrid combines embeddings with keyword-based search for better accuracy.

Q5. What are key challenges in production RAG systems?

Latency, retrieval quality, cost control, data security, and evaluation of response relevance.

Support

Frequently Asked FAQs

Can't find what you're looking for? Reach out to our support team anytime.

Q1. What problem does RAG solve compared to standard LLMs?

RAG reduces hallucinations and outdated responses by grounding LLM outputs in real, external knowledge sources.

Q2. Is RAG better than fine-tuning?

RAG is more flexible, cost-effective, and easier to update than fine-tuning for knowledge-intensive tasks.

Q3. Do I need deep AI knowledge to learn RAG?

Basic Python and ML concepts are sufficient; the course builds concepts step by step.

Q4. Can RAG work with private enterprise data?

Yes, RAG is widely used for secure, internal knowledge retrieval with access controls.

Q5. What careers benefit from RAG expertise?

AI engineers, data scientists, ML engineers, and backend developers building AI products.

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