Back to Program Overview

Module 3: NLP, Embeddings & Search

Module/Week 2: NLP, Embeddings & Search

Module 3: NLP, Embeddings & Search

Programme

Artificial Intelligence Internship

Module Number

3

Module Title

NLP, Embeddings & Search

Duration

3-4 Days

Level

Intermediate to Advanced

Tools Required

Python, Vector store, pandas

Overview

Build text processing pipelines with embeddings, semantic search, and retrieval patterns. This module is designed to feel like a real workplace sprint: you will understand the requirement, learn the technical concepts, inspect examples, build a practical artifact, and prepare your work for review.

Objectives

  • Prepare text data
  • Generate embeddings
  • Retrieve relevant context

Course Content

13 Topics

Hands-on Tasks

  • Search notebook
  • Sample queries
  • Relevance evaluation

Learning Outcomes

  • Prepare text data
  • Generate embeddings
  • Retrieve relevant context