Course Description
QUICK FACTS
Concepts
● What is Generative AI vs RAG (simple explanation)
● Why RAG is used in real jobs (support bots, search assistants, knowledge chat)
● RAG flow: Documents → Embeddings → Vector DB → Retrieve → LLM Answer
● “Hallucination” and how retrieval reduces it
Lab 1
● Explore a simple prebuilt RAG demo (provided)
● Identify each RAG component in the demo (documents, retrieval, response)
● Write a basic “RAG checklist” for your own project
Concepts
● AWS Regions, Availability Zones, basic pricing idea
● IAM basics: users, roles, policies (beginner friendly)
● Why managed services matter for freshers
Lab 2
● Create AWS account setup checklist (trainer-guided)
● Create an IAM user/role with minimum permissions (guided policy)
● Enable CloudWatch logging basics
Concepts
● What is object storage, buckets, folders
● Naming, versioning, encryption basics
● How S3 fits into a RAG document pipeline
Lab 3
● Create an S3 bucket for a “knowledge base”
● Upload PDFs/text files
● Enable versioning + basic encryption
● Set correct access permissions (avoid public access)
Concepts
● Why clean text matters for search accuracy
● Common document issues: headers, page numbers, repeated text
● Simple preprocessing steps (no heavy coding)
Lab 4
● Use a guided extraction approach (trainer-provided script / managed flow)
● Convert sample files into clean text format
● Store cleaned output back in S3 (separate folder structure)
Concepts
● What is chunking and why it matters
● Chunk size, overlap (simple rules)
● Metadata: file name, section, page number
Lab 5
● Apply chunking to extracted text using a guided workflow
● Generate chunk files + metadata JSON
● Save chunks to S3 for embedding step
CAREER GROWTH
Climb the ladder of success with structured role progression.
The most effective project-based immersive learning experience The most effective project-based immersive learning experience The most effective project-based immersive learning experience
"Want to achieve the business goals follow the agile estimation techniques! checkout the top agile estimation techniques to be followed for better project outcome."
"Check out tips on how to write good user stories in effective ways. Learn how it helps the team members and the importance of writing great user stories provided by experts."
"Go through the article to know the comparison of the Definition of Ready Vs Acceptance Criteria. Check out how these two are different and which is best to implement."