Techpratham's Retrieval-Augmented Generation course is meant to teach students how to use advanced AI methods to create text that is based on knowledge. Retrieval pipelines, vector databases, embeddings, and LLM integration are all covered in the training. You'll learn how to use tools like Pinecone, FAISS, and LangChain to build RAG-based solutions that can grow. By the end, students will know how to make RAG systems for chatbots, search engines, and decision-support tools that work for big businesses.
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Retrieval-augmented-generation
Learn how to use Techpratham to master Retrieval-Augmented Generation (RAG) to make smart AI systems that can get information from outside sources and generate language. Find out how RAG improves LLMs by giving them real-time, accurate, and domain-specific answers.
5/5(4,890 Reviews)
Level
Advanced
Duration
8 weeks
Placement Client
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About Retrieval-augmented-generation
Training Plan
01
About trainer
Working professional who is carrying more then 10 years of industry experience.
02
Decks & Updated Content
Access to updated presentation decks shared during live training sessions.
03
e-Book
E-book provided by TechPratham. All rights reserved.
04
Assignments & MCQs
Module-wise assignments and MCQs provided for practice.
05
Video Recording
Daily Session would be recorded and shared to the candidate.
06
Projects
Live projects will be provided for hands-on practice.
07
Resume Building
Expert-guided resume building with industry-focused content support.
08
Interview Preparation
Comprehensive interview preparation with real-time scenario practice.
<h1><strong>Retrieval-augmented-generation</strong></h1> Course Curriculum
Introduction to Retrieval-Augmented Generation (RAG)
Understand the fundamentals and importance of RAG in AI.
RAG Architecture Overview
Role in Enhancing LLMs
Retrieval vs Generation
Industry Use Cases
Benefits & Limitations
Information Retrieval Basics
Learn core retrieval techniques used in RAG, including vector search, embeddings, and similarity measures.
Embeddings
Vector Databases
Similarity Search
Indexing
Knowledge Sources for RAG
Explore different external data sources and methods to structure knowledge for efficient retrieval.
Structured vs Unstructured Data
Knowledge Bases
Document Stores
APIs & External Sources
Building the Retrieval Pipeline
Develop a retrieval pipeline with embedding models, chunking strategies, and indexing for scalable retrieval.
Text Chunking
Embedding Models
Index Creation
Query Processing
Generation Layer in RAG
Understand how LLMs integrate retrieved context to generate accurate and coherent responses.
Context Injection
Prompt Engineering
Fusion Strategies
Coherence & Accuracy
RAG Architectures & Frameworks
Study standard RAG architectures and frameworks like LangChain, LlamaIndex, and Hugging Face implementations.
LangChain RAG
LlamaIndex
Hugging Face RAG
Hybrid Architectures
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No related courses found
Additional Program Highlights
Comprehensive study materials and resources
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Professional resume building session
HD
Master your interview skills
HD
Real-world project demonstrations
HD
Upcoming Batches
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Who Should Take <h1><strong>Retrieval-augmented-generation</strong></h1>
IT Professionals
Non-IT Career Switchers
Fresh Graduates
Working Professionals
Ops/Administrators/HR
Developers
BA/QA Engineers
Cloud / Infra
IT Professionals
Non-IT Career Switchers
Fresh Graduates
Key Projects
<h1><strong>Retrieval-augmented-generation</strong></h1>
Intelligent Legal Document Assistant
Use FAISS to make a legal chatbot that gets case laws and rules from a knowledge base. The assistant gives answers based on facts, making sure that lawyers can quickly find the right legal references.
Healthcare Knowledge Retrieval Chatbot
Use LangChain and Pinecone to make a healthcare-focused RAG chatbot. It will get the right medical documents, research papers, and guidelines to give doctors information based on evidence.
Enterprise Knowledge Base Search Engine
Build a smart search engine for the whole company that uses RAG. The system organizes internal documents and works with LLMs to give employees answers that are relevant, correct, and specific to their field.
Placement Process
Live Class with Industry Use Cases
- Interactive learning
- Real-world examples
- Expert guidance
- Doubt resolution
Daily Assignment & Weekly Assessments
- Hands-on practice
- Concept reinforcement
- Weekly evaluation
- Timely feedback
Project Testing & Deployment
- Project development
- Testing practice
- Deployment exposure
- Portfolio creation
Interview Preparation (Mock, PD, Alumni Session)
- Mock interviews
- Personal development
- Alumni guidance
- Confidence building
Resume Building
- Resume crafting
- Industry-focused format
- Skills highlighting
- Professional presentation
Placement
- Job assistance
- Interview support
- Career guidance
- Opportunity access
Latest Hiring
No hiring posts
Recently Placed Candidates
No placements available
Latest Hiring
No hiring posts
Our Success Mantra
Commitment
- Ensuring quality training every day
Fulfillment
- Meeting learning goals with confidence
Accomplishment
- Students achieving industry-ready expertise
Our Learner Voice
Beyond Courses:
Additional Support We Provide
24/7 Support
LinkedIn Profile
Resume Writing
Alumni Sessions
Interview Preparation
Live Projects
What Makes TechPratham Training Different?
Feature
TechPratham Advantage
Industry Standard Institutes
Real-World Implementation
Live enterprise tenant access for 24/7 practice on real-world, enterprise-grade scenarios.
Restricted or simulation-based access that lacks real-world complexity.
Subject Matter Experts
Mentorship from certified professionals with 15+ years of global industry experience.
Generic instructors with no hands-on implementation background.
2026 Ready Curriculum
AI-driven curriculum with advanced platform integrations and real-world configurations.
Basic, outdated syllabus that misses key technical integrations.
Daily & Weekly assignments
Daily assignments and weekly assessments focused on concept reinforcement and continuous feedback.
Self-paced learning with no accountability or progress tracking.
End-to-End Lifecycle
Hands-on project testing and deployment with portfolio-ready real-world exposure.
Basic lab exercises without any deployment or testing practice.
Interview Readiness
Structured interview preparation including mock interviews, PD sessions, and alumni guidance.
Minimal support limited to a generic certificate of completion.
Placement Support
Guaranteed interview support through tie-ups with top MNCs and 1-on-1 mock interview sessions.
Basic career tips with no direct industry connections.
Training Support
24/7 technical doubt resolution and personalized mentoring support.
Limited mentor availability and no support after class hours.
Affordable Fees
Competitive fixed pricing with flexible payment options and transparent fee structure.
Inflated fees with hidden costs and low return on investment.
Real-World Implementation
Live enterprise tenant access for 24/7 practice on real-world, enterprise-grade scenarios.
Restricted or simulation-based access that lacks real-world complexity.
Subject Matter Experts
Mentorship from certified professionals with 15+ years of global industry experience.
Generic instructors with no hands-on implementation background.
2026 Ready Curriculum
AI-driven curriculum with advanced platform integrations and real-world configurations.
Basic, outdated syllabus that misses key technical integrations.
Daily & Weekly assignments
Daily assignments and weekly assessments focused on concept reinforcement and continuous feedback.
Self-paced learning with no accountability or progress tracking.
End-to-End Lifecycle
Hands-on project testing and deployment with portfolio-ready real-world exposure.
Basic lab exercises without any deployment or testing practice.
Interview Readiness
Structured interview preparation including mock interviews, PD sessions, and alumni guidance.
Minimal support limited to a generic certificate of completion.
Placement Support
Guaranteed interview support through tie-ups with top MNCs and 1-on-1 mock interview sessions.
Basic career tips with no direct industry connections.
Training Support
24/7 technical doubt resolution and personalized mentoring support.
Limited mentor availability and no support after class hours.
Affordable Fees
Competitive fixed pricing with flexible payment options and transparent fee structure.
Inflated fees with hidden costs and low return on investment.
How is Retrieval-Augmented Generation (RAG) different from traditional LLMs?
What is Retrieval-Augmented Generation (RAG)?
Why is RAG important in AI?
How does RAG work technically?
What are the main applications of RAG?
Do I need deep ML knowledge to implement RAG?
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