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Gen AI for Placements

Gen AI for Placements

Course Instructor: Selvi c
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Course Overview

Schedule of Classes

Course Curriculum

1 Subject

Gen AI for Placements

37 Learning Materials

LLM

LLM Evolution so Far

GPT - 4o

LLM Basics

Text Generation, tokens and attention mechanisms

Limitations of ChatGPT

Comparison of Models

Comparison of Models Part 1

Comparison of Models Part 2

Limitations of Different Models

Getting Familiar with ChatGPT

Talking with ChatGPT

Conversational Limitations of ChatGPT

Building blocks of Gen AI

Introduction to Data Bricks

Setting up Data Bricks

Shallow Dive in Databricks

Packages, permissions and Co piloting

Deep Dive in Databricks

Creating Volumes and Uploading Data

Structuring data, spark session

Version Control and Delta Tables

Version Control

Working with unstructured document folder & Delta Tables

Parameters In Databricks

Parameters Part 1

Parameters Part 2

Embedding Models

Embedding Models

Chunking

Chunking

Understanding Vector Search Endpoints

Understanding Vector Search Endpoints

Serving End Points

Serving End Points

Project: Text to SQL

Intro and Basics

Text to SQL Data Preparation

Drill Down Mechanism

Drill Down and Chat History

Drill Down and State management

Concept of Memorisation

Intro to concept of Memorisation Part 1

Intro to concept of Memorisation Part 2

Chat History and Drill Down Implementation

Prompting to text to SQL

Drill Down and handling Data flow

Process User Query Function

Interactive Chatbot

Interacting with the Chatbot

Implementing Memorisation Workflow

Memorize patterns

Using the Chatbot

Course Instructor

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Selvi c

145 Courses   •   5976 Students