Intermediate Generative AI in 14 days

Prompt engineering, RAG, embeddings, vector databases, LangChain, and evaluating LLM outputs.

  • Daily plan, 45-60 min a day
  • 7 lessons + 21 exercises
  • AI tutor included
duration14-day sprint
Topics7 total
Exercises21 total
levelIntermediate
  • No prior coding experience required
  • Practice tasks every day
  • Build impressive portfolio project

What you will learn

A powered by mentors Intermediate plan with structured subtopics, quizzes, and practice tasks.

01Core

Advanced prompt engineering

Apply chain-of-thought, few-shot, and system prompt patterns for reliable outputs.

02Core

Retrieval-Augmented Generation (RAG)

Ground LLM answers in external documents using retrieval and context injection.

03Core

Embeddings and vector databases

Convert text to vectors and store/search them with Pinecone or Chroma.

04Challenge

Fine-tuning overview

Understand when and how to fine-tune models with LoRA and QLoRA.

05Core

LangChain: chains, agents, and tools

Build multi-step AI workflows with LangChain's chains and agent loops.

06Challenge

Evaluating LLM outputs

Score and test AI responses with LLM-as-judge and benchmark datasets.

07Challenge

Capstone: RAG-powered knowledge base

Build a document Q&A system using RAG, embeddings, and a vector database.

See the quiz + practice flow

Three answered questions and a filled code task so you know exactly what to expect.

Quiz preview

2/3 correct

1. How long is the Generative AI plan?

Correct
14-day sprint
5-day sprint
7-day sprint
10-day sprint

2. What level is this Generative AI plan?

Incorrect
Beginner
Intermediate
Advanced
Expert

3. Which of these appears in the Generative AI outline?

Correct
Advanced prompt engineering
Generative AI workflow playbook
Generative AI best-practice checklist
Generative AI case study

Code practice preview

Submitted

Format a lesson title

Build a helper that formats a lesson label with a padded index and title.

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