Generative AI · TAMIL-FIRST LEARNING

RAG Fundamentals: Core Concepts Made Simple

Learn the concept, practical use cases and real-world AI workflow in simple Tanglish-friendly steps. Understand modern AI concepts and apply them to useful real-world work.

Intermediate2 hrsOnline self-paced

COURSE IMPACTA more accurate answer with traceable source context.

STRUCTUREDClear learning progression
PRACTICALApplied explanations
RESPONSIBLEHuman-validated learning

WHAT YOU WILL GAIN

Build understanding you can actually use.

The course connects clear concepts with practical application and an achievable next step.
01

Explain the core concepts with confidence

02

Use practical AI workflows responsibly

03

Evaluate outputs and improve results

04

Connect learning with projects and career goals

MEANINGFUL COURSE EXAMPLE

Answer a policy question using trusted documents

Retrieve only relevant passages, provide them to the model and keep the answer tied to the supplied evidence.

COURSE SYLLABUS

Learn the subject through a clear, practical progression.

Each module moves from essential understanding to guided application. The learning path adapts to this course—not a generic technology template.
MODULE 01

Retrieval-Augmented Generation Foundations

  • What Retrieval-Augmented Generation is and where it is used
  • Essential terminology and mental models
  • Learning setup and responsible practice
MODULE 02

Knowledge Preparation

  • Documents, chunks and metadata
  • Embedding and indexing concepts
  • Quality and access considerations
MODULE 03

Retrieve & Ground

  • Search for relevant context
  • Assemble a grounded prompt
  • Control unsupported answers
MODULE 04

Evaluate a RAG Workflow

  • Test retrieval relevance
  • Inspect answer faithfulness
  • Improve chunking and prompts

HOW YOU WILL PROGRESS

From first concept to confident application.

1
START HERE

Load knowledge

Establish the vocabulary and mental models you need.

2
BUILD NEXT

Retrieve chunks

Learn through guided explanations and relevant examples.

3
BUILD NEXT

Ground prompt

Strengthen understanding through focused practice.

4
APPLY

Generate answer

Connect the skill with projects, exams or career goals.

WHO THIS COURSE IS FOR

Designed for learners who want clarity before complexity.

No exaggerated promises—just a structured learning experience that helps you take the next credible step.
College students and freshersWorking professionalsEducators and trainersCareer transitioners

READY TO BEGIN?

Learn RAG Fundamentals: Core Concepts Made Simple with MaanavaN.

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