Mastering Generative AI: Creative Intelligence in Action

Tech Workshop Series 2025 at IIT Patna by Celesta'25 IIT Patna & Techobytes

Introduction to Generative AI:

Get to know what GenAI is

Difference between AI, Machine Learning & Deep Learning. Difference between Discriminative AI vs Generative AI Tools involved in GenAI

Know about privileged GenAI tools and Models.

An Effective Road Map to explore the GenAI Model.

Generative Architecture

Introduction to Generative Adversarial Network (GAN) Architecture

Know about the Generator & Discriminator Models

How GAN architecture is used for Deep Fake Model

Difference between Variational Auto Encoders (VAEs) vs GAN architecture. Hands-on: Development of Generative Images using GAN Complex Architecture. Hands-on: Create your own “Deep Fake Model” using low-level GAN Structure. Deep insights into GAN applications & drawbacks. 

Attention Is All You Need – Transformers & LLMs

What is Transformer? What does the architecture look like? Text Generation before Transformers

Know about Attention Model vs Multi-Head Attention Model vs Scaled Dot-Product Attention, Difference between Encoder & Decoder Architecture.

Difference between Batch vs Layer Normalization

Step into the most famous transformer community – Hugging Face

Text Generation after Transformers

Introduction to Large Language Models (LLMs)

Popular LLMs: BERT, BART, DistilBERT

Hands-on: Conversation AI using pre-trained LLM Model

Hands-on: Image Caption Generator using pre-trained LLM Model Hands-on: Customized & Fine-tuning Question & Answering BERT Model Hands-on: Customized & Fine-tuning DistilBert Model

Mastering Generative AI (Exploring the Frontiers of Generative Models)

Learn about GPT (Generative Pre-trained Model )

Fine-Tuning the LLM Model on a specific task & Model Evaluation Parameter Efficient Fine-Tuning (PEFT)

Vision Transformer – ViT Model with API interface

Learn about Vision Transformer Architecture and its variable components.

Understand about Image Vectorization, Patches extraction & Positional Encoding.

Hands-on: Pre-trained Google ViT Model for Image Classification

Hands-on: Customized ViT architecture (RAW Structure for ViT Base)

Hands-on: Create your own ViT Multi-class classification and deploy the model into HuggingFace Hug using API Interface. 

Reinforcement Learning From Human Feedback:

Deep Insight of RLHF

RLHF: Obtaining feedback from humans, RLHF: Reward model

RLHF: Fine-tuning with reinforcement learning

Relative Sync of ChatGPT with RLHF

GenAI – LangChain Framework:

What is LangChain?

Usage of LangChain Framework? How does it work?

Integrating the LangChain Framework with LLM Model.

Understand the Langchain pipeline end points, Chains, & Prompt Template.

Hands-on: Create a simple LLM Langchain using the HuggingFace API Interface

Hands-on: Create the Langchain framework, including promptTemplate, AutoTokenizer & LLM Chain interfacing with HuggingFace API Interface

GenAI – Retrieval Augmented Generation (RAG)

Explore the different tools in LangChain and initialise an agent that uses the tools to read different types of files or data present in the company database

Build the backend for the system using Vectorstore options present in LangChain. Divide the documents into chunks and apply the LLM to create the embeddings. Extract entity for the chunks of document and store them in the Vectorstore

Construct the Search Index and Entity Store, and create a functionality to update it with every question that the user asks

Use the Chain functionality of LangChain to connect all the components.

Professional Networking

Connect with industry experts and fellow professionals

Stay updated with the latest tools, trends & hiring insights

Certification

All participants will receive a Globally Recognised Hardcopy Certificate of Participation

Awarded jointly by Techobytes & Celesta'25 IIT Patna

Eligibility:

Open to All, learners from any stream:

B.Tech, B.E, M.B.B.S, BCA, MCA, MS, MD, B.Sc IT, M.Sc IT, Biomedical, Bio-Technology, BBA, MBA, B.A, Hobbyists & more.

Key Benefits:

✔️ Real-world use cases of GenAI in creative & business fields

✔️ Hands-on experience with top GenAI platforms

✔️ Industry-relevant curriculum curated by AI professionals

✔️ Learn how to build & monetize with AI tools

✔️ Network with innovators, creators & recruiters