Build Custom GPT from Scratch

JULY

20

TIME

05:00 PM - 06:30 PM (IST)

JULY

20

TIME

05:00 PM - 06:30 PM (IST)

Sri Laxmi

AI Product Manager @ Rakuten

Get certified

by Airtribe

Bonus resources

Upon attending the session

1.5 Hours

Hands-on masterclass

FREE ₹999

Special discount applied

Build Custom GPT from Scratch

JULY

20

TIME

05:00 PM - 06:30 PM (IST)

Ishaan Sanji

Founder & CEO @

Sri Laxmi

AI Product Manager @ Rakuten

Workshop Agenda

01

Intro & Context Setting

Intro & Context Setting

Intro & Context Setting

  • Welcome and overview of the session

  • What makes GPT models powerful and how they work

  • What you’ll take away from this workshop

02

Foundations of GPT Models

Foundations of GPT Models

Foundations of GPT Models

  • Key concepts: tokens, embeddings, transformers

  • Training vs fine-tuning: what's the difference

  • How GPT differs from traditional language models

03

Live Demo: Building a Custom GPT

Live Demo: Building a Custom GPT

Live Demo: Building a Custom GPT

  • Step-by-step walkthrough of creating a basic GPT

  • Feeding your own data and customizing responses

  • Tools and frameworks used in the build

  • Clarify doubts

  • Share personal use cases

  • Troubleshoot real-time prompts from the audience

  • Resources for continued learningNEW

04

Deployment & Real-World Use Cases

Deployment & Real-World Use Cases

Deployment & Real-World Use Cases

  • How to deploy your custom GPT model

  • Sample use cases across content, support, and productivity

  • Monitoring and improving GPT behavior over time

  • Clarify doubts

  • Share personal use cases

  • Troubleshoot real-time prompts from the audience

  • Resources for continued learningNEW

05

Q&A and Next Steps

Q&A and Next Steps

Q&A and Next Steps

  • Live Q&A with Sri Laxmi

  • Recap of the tools and workflows covered

  • What to explore next after the session

  • Clarify doubts

  • Share personal use cases

  • Troubleshoot real-time prompts from the audience

  • Resources for continued learningNEW

What goes into building a GPT model from scratch?

What goes into building a GPT model from scratch?

What goes into building a GPT model from scratch?

From tokenization and embeddings to attention mechanisms and transformer layers — building a GPT model involves combining multiple foundational concepts in machine learning and NLP. Understanding each of these building blocks helps you grasp how powerful language models generate coherent, contextual responses.

From tokenization and embeddings to attention mechanisms and transformer layers — building a GPT model involves combining multiple foundational concepts in machine learning and NLP. Understanding each of these building blocks helps you grasp how powerful language models generate coherent, contextual responses.

From tokenization and embeddings to attention mechanisms and transformer layers — building a GPT model involves combining multiple foundational concepts in machine learning and NLP. Understanding each of these building blocks helps you grasp how powerful language models generate coherent, contextual responses.

Why is it important to understand how LLMs like GPT actually work?

Why is it important to understand how LLMs like GPT actually work?

Why is it important to understand how LLMs like GPT actually work?

Most people treat large language models as black boxes. But knowing how they process context, learn patterns, and generate outputs gives you an edge — whether you're fine-tuning models, building AI agents, or integrating LLMs into real-world products. It’s the difference between just using AI and truly engineering with it.

Most people treat large language models as black boxes. But knowing how they process context, learn patterns, and generate outputs gives you an edge — whether you're fine-tuning models, building AI agents, or integrating LLMs into real-world products. It’s the difference between just using AI and truly engineering with it.

Most people treat large language models as black boxes. But knowing how they process context, learn patterns, and generate outputs gives you an edge — whether you're fine-tuning models, building AI agents, or integrating LLMs into real-world products. It’s the difference between just using AI and truly engineering with it.

Key learning outcomes

Key learning outcomes

01

Understand how GPT models work — from tokens to transformers

02

Learn the steps involved in building and training a custom language model

03

Get hands-on experience with text generation, decoding, and fine-tuning techniques

04

Explore practical challenges in deploying and scaling GPT models

05

Gain clarity on when to build vs. fine-tune vs. use APIs for your use case

Who should join?

Who should join?

Developers and engineers curious about how GPT models work under the hood

AI/ML enthusiasts eager to move from using models to building them

Founders, builders, and tinkerers exploring custom LLMs for their products or startups

Anyone who’s asked, “Can I actually build my own ChatGPT?” — and wants to find out how

Get Certified

Get Certified

Get Certified

Learn the traditional practical way!

  • Hands-on real world projects to apply learnings

  • Immersive live sessions from seasoned industry professional

  • Constructive peer learning from a diverse community

  • Virtual and in-person networking opportunities


Reserve your spot now!

Regular Price

₹999

Early Bird Price

FREE

Register now ->

Reserve your spot now!

Regular Price

₹999

Early Bird Price

FREE

(Inclusive of 18% GST)

Early bird offer ending in 24hrs!

Reserve your spot now!

Regular Price

₹999

Early Bird Price

FREE

(Inclusive of 18% GST)

Early bird offer ending in 24hrs!

Learn the traditional practical way!

  • Hands-on real world projects to apply learnings

  • Immersive live sessions from seasoned industry professional

  • Constructive peer learning from a diverse community

  • Virtual and in-person networking opportunities

Learn the traditional practical way!

  • Hands-on real world projects to apply learnings

  • Immersive live sessions from seasoned industry professional

  • Constructive peer learning from a diverse community

  • Virtual and in-person networking opportunities

Learn the traditional practical way!

  • Hands-on real world projects to apply learnings

  • Immersive live sessions from seasoned industry professional

  • Constructive peer learning from a diverse community

  • Virtual and in-person networking opportunities

Get certified

by Airtribe

Bonus resources

Upon attending the session

1.5 Hours

Hands-on masterclass

FREE ₹999

Special discount applied

Get certified

by Airtribe

Bonus resources

Upon attending the session

1.5 Hours

Hands-on masterclass

FREE ₹999

Special discount applied