Learn Generative AI Application Development

This course is part of the GenAI, Web 3, and Metaverse Program

Before starting to learn from this repo Learn Modern Python

The New Era

The Age of AI has begun

Nvidia says generative AI will be bigger than the internet

Generative AI and Its Economic Impact: What You Need to Know

Must Read: OpenAI DevDay - a pivotal moment for AI

Latest News

What Elon Musk has said about Ilya Sutskever, the chief scientist at the center of OpenAI’s leadership upheaval

Who is OpenAI chief scientist Ilya Sutskever, and what does he think about the future of AI and ChatGPT?

Sam Altman to return as CEO of OpenAI

Technology from the Business and Top Management Perspective

The Year in Tech, 2024: The Insights You Need from Harvard Business Review

The Year in Tech 2024: The Insights You Need about Generative AI and Web 3.0 from Harvard Business Review will help you understand what the latest and most important tech innovations mean for your organization and how you can use them to compete and win in today's turbulent business environment. Business is changing. Will you adapt or be left behind? Get up to speed and deepen your understanding of the topics that are shaping your company's future with the Insights You Need from Harvard Business Review series. You can't afford to ignore how these issues will transform the landscape of business and society. The Insights You Need series will help you grasp these critical ideas--and prepare you and your company for the future.

McKinsey Technology Trends Outlook 2023

Introduction to Generative AI

Watch Introduction to Generative AI

Generative AI and the Economy

McKinsey: The economic potential of generative AI: The next productivity frontier, McKinsey Digital report, June 2023
GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models, Tyna Eloundou, Sam Manning, Pamela Miskin, and Daniel Rock, March 2023 (arXiv:2303.10130)
Goldman Sachs: The Potentially Large Effects of Artificial Intelligence on Economic Growth, Joseph Briggs and Devesh Kodnani, March 2023

"ChatGPT API" or correctly: OpenAI API

OpenAI API is a collection of APIs

APIs offer access to various Large Language Models (LLMs)

LLM: Program trained to understand human language

ChatGPT is a web service using the Chat completion API Uses:

gpt-3.5-turbo (free tier)
gpt-4.0 (paid tier)

OpenAI API endpoints

Chat completion: Given a series of messages, generate a response
Function calling: Choose which function to call
Image generation: Given a text description generate an image
Speech to text: Given an audio file and a prompt generate a transcript
Fine tuning: Train a model using input and output examples

OpenAI Assistants API

The new Assistants API is a stateful evolution of Chat Completions API meant to simplify the creation of assistant-like experiences, and enable developer access to powerful tools like Code Interpreter and Retrieval.

Chat Completions API vs Assistants API

The primitives of the Chat Completions API are Messages, on which you perform a Completion with a Model (gpt-3.5-turbo, gpt-4, etc). It is lightweight and powerful, but inherently stateless, which means you have to manage conversation state, tool definitions, retrieval documents, and code execution manually.

The primitives of the Assistants API are

Assistants, which encapsulate a base model, instructions, tools, and (context) documents,
Threads, which represent the state of a conversation, and
Runs, which power the execution of an Assistant on a Thread, including textual responses and multi-step tool use.

What is the OPL stack in AI?

The OPL Stack stands for OpenAI, Pinecone, and Langchain. It's a collection of open-source tools and libraries that make building and deploying LLMs a breeze.

The Future of Generative AI

“AI will be the greatest wealth creator in history because artificial intelligence doesn’t care where you were born, whether you have money, whether you have a PhD,” Higgins tells CNBC Make It. “It’s going to destroy barriers that have prevented people from moving up the ladder, and pursuing their dream of economic freedom.”

It’s already valued at almost $100 billion, and expected to contribute $15.7 trillion to the global economy by 2030.

“It’s not that if you don’t jump on it now, you never can,” Higgins says. “It’s that now is the greatest opportunity for you to capitalize on it.”

A.I. will be the biggest wealth creator in history

Generative AI could add up to $4.4 trillion annually to the global economy

Research Report

Silicon Valley Sees a New Kind of Mobile Device Powered by GenAI

Microsoft CEO: AI is "bigger than the PC, bigger than mobile" - but is he right?

Artificial General Intelligence Is Already Here

Inside the race to build an ‘operating system’ for generative AI