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Generative AI & Machine Learning (50 Hrs) (Weekend Batch-8)

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FREE

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Course Overview

Schedule of Classes

Course Curriculum

1 Subject

Generative AI & Machine Learning (50 Hrs) (Weekend Batch-8)

65 Learning Materials

Traditional AI To Gen AI

Meeting Joining Link - 14th DEC 2024

External Link

Class 1

Video
01:33:23

Class 2

Video
03:01:32

Class 3

Video
00:50:11

Class 4

Video
03:09:37

Class 5

Video
02:45:33

Class 6

Video
02:37:36

Class 7

Video
03:05:31

Class 8

Video
03:19:45

Class 9

Video
00:31:55

Class 10

Video
02:48:04

Class 11

Video
01:56:20

Class 12

Video
01:09:01

Class 13

Video
02:55:31

Class 14

Video
02:29:52

Class 15

Video
01:13:10

Class 16

Video
02:59:18

Class 17

Video
02:48:31

Class 18

Video
03:09:42

Class 19

Video
02:32:28

Class 20

Video
00:12:19

Class 21

Video
03:16:39

Class 22

Video
02:51:01

Day 1 - Recording

Video
02:40:05

Transition from Traditional AI to Generative AI

Meeting Joining Link

External Link

Transition from Traditional AI to Generative AI

PDF

Day 2 Recording

Video
03:08:37

Week 2 ( Day 3-4 ) Recordings

Video
01:24:53

Day 3 Recording

Video
01:17:13

Day 4 Recording

Video
01:24:53

28-12-2024 - Introduction of NLP Pipeline

Video
03:33:39

29-12-2024 - Introduction word emebedding ,Vectorization technique (BOW.TF-IDF)

Video
03:36:45

04-12-2025 - NLP : Word2vec Implementaion

Video
03:10:43

05-01-2025 / NLP :NLP advancements and the introduction of transformers

Video
02:00:12

11-01-2025 - Class Recording

Video
02:31:24

12-01-2025 - Class Recording

Video
03:20:37

25-01-2025 - Class Recording

Video
03:00:00

26-01-2025 - Class Recording

Video
03:10:03

01-02-2025 - Class Recording

Video
02:44:20

02-02-2025 - Class Recording

Video
02:21:31

08-02-2024 Class Recording

Video
00:00:00

09-02-2025 Class Recording

Video
02:19:51

15-02-2025 -Class Recording

Video
02:56:42

16-02-2025 -- Class recording(S1)

Video
01:07:04

16-02-2025 Class Recording(S2)

Video
00:53:41

22-02-2025 Class Recording

Video
01:42:07

01-03-2025 Class Recording

Video
02:17:42

02-03-2025 Class recording

Video
01:57:35

08-03-2025-- Class Recording

Video
01:35:28

09-03-2025 Class Recording

Video
02:01:32

Exploring the World of Generative AI: Foundation Models and Language Models

Meeting Joining Link

External Link

Introduction of LLM

PDF

Introduction to Python: Exploring Essential NLP Packages and Their Implementation

Meeting Joining Link

External Link

Python Introduction

PDF

Introduction to NLP, NLU, NLG: Exploring the NLP Pipeline and Embeddings

Meeting Joining Link

External Link

Introduction to Vector Embeddings: Bag of Words, TF-IDF, and Word2Vec with Hands-On Implementation for Real-World Use Cases in I

Meeting Joining Link

External Link

Introduction to Transformer Architecture with Detailed Discussion on Its Use in Large Language Models (Generative AI) for Comple

Meeting Joining Link

External Link

Exploring Different Types of Gen AI ModelsIntroduction to the BERT Model: Understanding Tokenization and Its Types with Implemen

Meeting Joining Link

External Link

Implementing BERT with Hugging Face's Transformers Library: Solving Classification Problems Using Custom Data through Fine-Tunin

Meeting Joining Link

External Link

Introduction to OpenAI's Large Language GPT Models: Understanding Their Parameters and Applications, Along with an Overview of t

Meeting Joining Link

External Link

Hands-On: Designing a Multi-Lingual, Omnichannel Gen AI ChatbotExploring Various Open-Source Models: Hands-On Implementation of

Meeting Joining Link

External Link

Converting PDFs to Text and Chunking Techniques in LangChain

Meeting Joining Link

External Link

Introduction to RAG: Exploring the Retrieval-Augmented Generation Pipeline, Indexing, Loading, and Vector Database Concepts

Meeting Joining Link

External Link

Implementing RAG for Real-World Applications: Developing a RAG-Based Chatbot to Answer Domain-Specific Queries and Explain FAQs,

Meeting Joining Link

External Link

Introduction to Vector Indexing: Hands-On Implementation of LLM Index and FAISS with Real-Time Use Cases

Meeting Joining Link

External Link

Evaluation Methods for Large Language Models: An Introduction to BLEU, ROUGE, METEOR, and More

Introduction to Responsible AI: Challenges in Large Language Models and Various Techniques to Address These Challenges

Fine-Tuning vs. RAG: Discussing Various Fine-Tuning Techniques and Applying Them to OpenAI's GPT Model for Classification Tasks

Assignment-1

Assignment -2

Assignment -3

Assignment -4

Assignment -5

Project-1

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Project-5

Course Instructor