Generative AI: Learn about the next AI frontier

Contents

What You’ll Learn Requirements Description Who this course is for:

What
You’ll Learn

Generative AI definition
areas of applications
mappings like txt2txt
img2txt
txt2img and txt2voice
How ChatGPT works
and the underlying tech behind like GPT
Large-Scale Language Models (LLM) and Transformers
How Latent Diffusion
StableDiffusion and DALL-E systems work
Generative Adversarial Networks (GANs) and Variational Auto Encoder (VAE)
The good
bad and ugly faces of GenAI
and how to adapt to the new tech
Build ChatGPT clone using OpenAI API and Streamlit
Build NLP applications using OpenAI API like Summarization
Text Classification and fine tuning GPT models
Build NLP applications using Huggingface transformers library like Language Models
Summarization
Translation
QA systems and others
Build Midjourney clone application using OpenAI DALL-E and StableDiffusion on Huggingface

Requirements

AI
ML and Deep Learning foundations
NLP: RNN
LSTM
Transformers basics
CV: ConvNets

Description

Hello and Welcome to a new Journey in the vast area of Generative AI

Generative AI is changing our definition of the way of interacting with machines, mobiles and computers. It is changing our day-to-day life, where AI is an essential component.

This new way of interaction has many faces: the good, the bad and the ugly.

In this course we will sail in the vast sea of Generative AI, where we will cover both the theoretical foundations of Generative models, in different modalities mappins: Txt2Txt, Img2Txt, Txt2Img, Img2Txt and Txt2Voice and Voice2Text. We will discuss the SoTA models in each area at the time of this course. This includes the SoTA technology of Transformers, Language models, Large LM or LLM like Generative Pre-trained Transformers (GPT), paving the way to ChatGPT for Text Generation, and GANs, VAE, Diffusion models like DALL-E and StabeDiffusion for Image Generation, and VALL-E foe Voice Generation.

In addition, we will cover the practical aspects, where we will build simple Language Models, Build a ChatGPT clone using OpenAI APIs where we will take a tour in OpenAI use cases with GPT3.5 and ChatGPT and DALL-E. In addition we will cover Huggingface transformers and StableDiffusion.

Hope you enjoy our journey!