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GenAI + RAG Agents (DS Lite)

18 lessons

  1. 1. M0 — Prompting + LLM APIs
    1. Video lesson1. Prompting + Structured Extraction9m
    2. Reading2. LLM APIs (OpenAI-Compatible + OSS Fallback)3m
    3. Assignment3. Quiz: Prompting + APIs6m
    4. Project submission4. Refusal / Grounding Drill Set (20Q Golden)82m
  2. 2. M1 — Embeddings + Retrieval
    1. Video lesson1. Embeddings + Vector DBs10m
    2. Reading2. Chunking Strategies + Stores3m
    3. Assignment3. Quiz: Retrieval6m
    4. Project submission4. 2x2 Chunking x 2-Embedding Benchmark71m
  3. 3. M2 — RAG Architecture + Evals
    1. Video lesson1. RAG Architecture + Trade-offs7m
    2. Reading2. RAG Evals: Citations / Faithfulness / Cost-Latency3m
    3. Assignment3. Quiz: RAG + Evals6m
    4. Project submission4. Citation-Required Eval Set + Report71m
  4. 4. M3 — Tool-Calling Lite + Capstone
    1. Video lesson1. Tool-Calling / Single-Agent Loop Lite5m
    2. Reading2. 20Q Agent Golden Suite + Cost/Latency Monitoring3m
    3. Assignment3. Quiz: Agents Lite + Exit (25Q / 45 min / pass-75)14m
    4. Project submission4. Capstone: RAG Chatbot + Eval Set + Live Demo71m
    5. Project submission5. Capstone Defense: Eval Report + Cost Dashboard71m
  5. 5. Capstone: RAG Chatbot Brief — Messy Business Corpus (Plan 96 Sec 4)
    1. Reading1. Capstone Brief: RAG Chatbot on a Messy Business Corpus (UNPUBLISHED)9m
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Micro Free Courses

GenAI + RAG Agents (DS Lite)

18 lessons

  1. 1. M0 — Prompting + LLM APIs
    1. Video lesson1. Prompting + Structured Extraction9m
    2. Reading2. LLM APIs (OpenAI-Compatible + OSS Fallback)3m
    3. Assignment3. Quiz: Prompting + APIs6m
    4. Project submission4. Refusal / Grounding Drill Set (20Q Golden)82m
  2. 2. M1 — Embeddings + Retrieval
    1. Video lesson1. Embeddings + Vector DBs10m
    2. Reading2. Chunking Strategies + Stores3m
    3. Assignment3. Quiz: Retrieval6m
    4. Project submission4. 2x2 Chunking x 2-Embedding Benchmark71m
  3. 3. M2 — RAG Architecture + Evals
    1. Video lesson1. RAG Architecture + Trade-offs7m
    2. Reading2. RAG Evals: Citations / Faithfulness / Cost-Latency3m
    3. Assignment3. Quiz: RAG + Evals6m
    4. Project submission4. Citation-Required Eval Set + Report71m
  4. 4. M3 — Tool-Calling Lite + Capstone
    1. Video lesson1. Tool-Calling / Single-Agent Loop Lite5m
    2. Reading2. 20Q Agent Golden Suite + Cost/Latency Monitoring3m
    3. Assignment3. Quiz: Agents Lite + Exit (25Q / 45 min / pass-75)14m
    4. Project submission4. Capstone: RAG Chatbot + Eval Set + Live Demo71m
    5. Project submission5. Capstone Defense: Eval Report + Cost Dashboard71m
  5. 5. Capstone: RAG Chatbot Brief — Messy Business Corpus (Plan 96 Sec 4)
    1. Reading1. Capstone Brief: RAG Chatbot on a Messy Business Corpus (UNPUBLISHED)9m

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  4. M2 — RAG Architecture + Evals

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M2 — RAG Architecture + Evals

RAG vs fine-tune trade-offs, citation/faithfulness evals with judge-bias guards, eval-set authoring.

Module Progress0% Complete
87 min total
4 Lessons
0 Completed

Module Content

RAG Architecture + Trade-offs

Outcome: Choose RAG vs fine-tune for 3 cases Curated video (IBM Technology): What is Retrieval-Augmented Generation (RAG)? — https://www.youtube.com/watch?v=T-D1OfcDW1M (verified live via yt-dlp 2026-09-24). Pointer: llms-genai-for-practitioners/12 (hybrid legal-AI pattern); shell: courses/video-scripts/genai-rag-agents/03.md.

7 minVideo
Start

RAG Evals: Citations / Faithfulness / Cost-Latency

Score with binary gates + 1-5 scales; guard judge bias.

3 minArticle
Start

Quiz: RAG + Evals

10 scenario MCQs, Bloom 3-4, gate >= 80.

6 minAssignment
Start

Citation-Required Eval Set + Report

Submit eval set + groundedness/refusal/cost-latency report.

71 minSubmission
Start
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