Introduction To Gpt: Code Chatgpt From Scratch - Jax/Tpus/Ai
Published 4/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English
| Size: 233.42 MB
| Duration: 0h 39m
Code your own ChatGPT from scratch. Learn the fundamentals of GPT and machine learning using Jax and TPUs.
What you'll learn
Code ChatGPT from Scratch
Learn to use Jax and TPUs on Google Colab
Script a real Transformer GPT model
Learn the basics of GPT architecture using Jax
Learn the basics of machine learning training in Jax
Requirements
A basic knowledge of Python and machine learning is expected. A Google Colab account is also required.
Description
Dive deep into the world of machine learning and artificial intelligence by coding your own ChatGPT model from scratch. This comprehensive course is designed for enthusiasts eager to understand the intricacies of Generative Pre-trained Transformers (GPT) and leverage the power of Google's Tensor Processing Units (TPUs) through hands-on learning. Using Jax for numerical computing, you will embark on a journey through the fundamentals of GPT models, culminating in the creation of your own AI capable of understanding and generating human-like text.What You Will LearnThe Fundamentals of GPT: Unravel the theory behind Generative Pre-trained Transformers and why they're revolutionizing natural language processing.Hands-on Jax: Master Jax, Google's high-performance numerical computing library, to efficiently manipulate and process large datasets.TPU Mastery: Leverage Google Colab and TPUs to supercharge your model training, enjoying the benefits of this cutting-edge hardware without the overhead costs.Model Building: Step-by-step guidance on coding your transformer model, from initial architecture to final optimization.Real-World Applications: Explore the potential of your ChatGPT model, including chat applications, content creation, and more.Who This Course Is ForAI Enthusiasts: Whether you're a hobbyist or a professional looking to deepen your understanding of AI, this course is designed to provide a solid foundation in GPT and machine learning.Developers and Engineers: Software developers and engineers interested in expanding their skills into AI and machine learning will find this course invaluable.Students and Educators: Ideal for students of computer science and related fields looking to get hands-on experience with cutting-edge AI technologies.Course FeaturesComprehensive Video Lectures: Detailed explanations and walkthroughs that guide you through each concept and phase of building your GPT model.Hands-On Projects: Apply what you learn with real-world projects and exercises, fully supported by Google Colab's collaborative environment.Direct Access to Instructors: Get your questions answered with direct access to your instructors through Udemy's Q&A section.Lifetime Access & Updates: Enroll once and get lifetime access to course materials, including all future updates.Embark on this exciting journey to build your own ChatGPT model, harnessing the power of Jax and TPUs. Unlock the door to understanding and creating AI that can mimic human language, opening up endless possibilities for innovation and creativity.
Overview
Section 1: Introduction
Lecture 1 Introduction
Lecture 2 GPT Overview
Lecture 3 Setup
Lecture 4 Model Construction
Lecture 5 Attention Mechanism
Lecture 6 Transformer Block
Lecture 7 Forward Pass
Lecture 8 Final Thoughts
This course is for anyone looking to understand how ChatGPT and other GPT models work.
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