Generative Ai With Python: Plus Real-World Projects

Create State of Art imagens, text, audio and vido with Diffusers, GP T, Transoformers, GANs. Include real world projects

What you'll learn

Exploring Diffusers: Study cutting-edge auto image generation methods

Generative AI Basics: Explore AI's evolution, applications, and impact

Using Pre-trained Models: Leverage existing AI models for efficient outputs

ANN Fundamentals: Learn how neural networks mimic human brain functions

Transformers: Understand these models' roles in language processing

Text Generation: Master AI-driven text creation and context understanding

Summarization and Translation: Discover AI's role in language simplification

AI Chatbots: Design and develop intelligent, conversational AI systems.

Understanding GANs: Dive into GenerativImage Generation with GANs: Advanced techniques for AI-driven imagery.e Adversarial Networks for image creation

Advanced Image Creation: Craft high-quality, specific images using AI

Image Generation Principles: Learn to create visuals using AI techniques

Requirements

Even without programming experience, you're all set! Follow along easily with our ready-to-use code templates

Description

Transform Your Future with the Art of Generative AI!Welcome to the cutting-edge realm of Generative AI, a comprehensive course designed to unlock the mysteries of artificial intelligence and its creative potentials. Whether you're a budding enthusiast, a seasoned coder, or someone fascinated by the blend of technology and creativity, this course offers a deep dive into the ever-evolving world of AI.Course Overview:1. Introduction: Embark on your journey with an overview of the transformative world of Generative AI.2. Artificial Neural Networks (ANN) Explained: Delve into the backbone of AI - learn how ANNs mimic the human brain to process information.3. The Power of Transformers: Discover the mechanisms behind these advanced models that are revolutionizing natural language processing.4. Mastering Text Generation: From filling in the blanks to answering complex questions, explore the nuances of AI-driven text generation.5. Beyond Words: See how AI simplifies tasks like summarization, translation, and even building chatbots.6. The Art of Image Generation: Unravel the secrets of creating stunning visuals through precise prompt engineering.7. Getting to Know GANs: Step into the world of Generative Adversarial Networks for unparalleled image creation.8. Innovations in Image Generation with GANs: Witness the advanced capabilities of GANs in crafting images.9. Exploring Diffusers: Understand this cutting-edge approach in automatic image generation.10. Auto Image Generation: Learn the techniques for generating images autonomously with AI.11. High-Quality and Conditioned Image Creation: Elevate your skills in creating detailed and specific imagery.12. Harnessing Pre-trained Models: Leverage existing models for efficient and targeted image generation.13. Advanced Features: Dive deeper into the complex functionalities of Generative AI.14. Audio and Video Generation: Expand your horizons with AI's capabilities in generating multimedia content.15. Real-World Applications: Implement your knowledge in creating AI-driven chatbots.16. Image Production in Practice: Apply your skills to produce stunning, AI-generated images.Hands-On Learning ExperienceEvery module in this course is accompanied by practical, real-world examples and source code, providing you with hands-on experience in Generative AI technologies. You'll not only learn the theoretical aspects but also apply them in varied scenarios, ensuring a comprehensive understanding.Who Is This Course For?This course is tailored for individuals who aspire to delve into the world of AI and its creative potentials, including students, developers, and anyone curious about the intersection of technology and art.Join Us on This Exciting JourneyDive into the world of Generative AI and reshape your understanding of what's possible. Enroll now and be a part of this revolutionary learning experience!

Overview

Section 1: Introduction

Lecture 1 Introduction

Lecture 2 Course Requirements

Lecture 3 Option 1: Open from Google Drive

Lecture 4 Option 2: Open from GitHub

Lecture 5 Option 3: Upload One by One

Lecture 6 Couse Material for Download

Lecture 7 Getting to Know Google Colab

Section 2: Artificial Neural Networks (ANN) Explained

Lecture 8 Introduction to Artificial Neural Networks

Lecture 9 Getting to Know Models

Section 3: The Power of Transformers

Lecture 10 Introduction to Transformers

Lecture 11 Transformers Models

Lecture 12 Hugging Facee and Transformers Module

Lecture 13 Hugging Face Webpage

Section 4: Mastering Text Generation,Fiil the Mask and Q&A and

Lecture 14 Text Generation

Lecture 15 Text Generation in Python

Lecture 16 Fill the Mask

Lecture 17 Fill the Mask in Python

Lecture 18 Questions and Answers

Lecture 19 Questions and Answers in Python

Section 5: Beyond Words: Summarization, Translation and Chatbot

Lecture 20 Text Summarization

Lecture 21 Text Summarization in Python

Lecture 22 Translation

Lecture 23 Translation in Python

Lecture 24 Chatbot

Lecture 25 Chatbot in Python

Section 6: Prompt Engineering for Image Generation

Lecture 26 Prompt Engineering

Section 7: Getting to Know GANs: Generative Adversarial Network

Lecture 27 Generative Adversarial Network

Section 8: Innovations in Image Generation with GANs

Lecture 28 DCGANs (Deep Convolutional GANs)

Lecture 29 DCGANs in Python

Lecture 30 PGAN: Progressive GANs

Lecture 31 PGAN in Python

Lecture 32 BigGan: Big Generative Adversarial Network

Lecture 33 BigGan in Python

Section 9: Exploring Diffusers

Lecture 34 Introduction to Diffusers

Lecture 35 Pipelines

Lecture 36 Taks

Section 10: Auto Image Generation

Lecture 37 Autopipeline

Lecture 38 Auto Text2Image

Lecture 39 Auto Image2Image

Lecture 40 Auto Inpainting

Section 11: High-Quality and Conditioned Image Creation

Lecture 41 High Quality and Conditional Image Generator

Lecture 42 Unconditional Image Generator

Lecture 43 Conditional Image Generator

Lecture 44 Setting Hyper Parameters

Lecture 45 Image Variations

Section 12: Other Pre-trained Models

Lecture 46 Other Models

Lecture 47 Pixel Art

Lecture 48 Caricature

Lecture 49 Robot

Section 13: Advanced Features

Lecture 50 Models and Schedulers

Section 14: Audio and Video Generation

Lecture 51 Audio Generation

Lecture 52 AudioLDM2

Lecture 53 AudioLDM2 in Python

Lecture 54 Audio With Transformers

Lecture 55 Video Generator with Diffusers

Section 15: Real-World Applications I: Chatbot

Lecture 56 Introduction

Lecture 57 Application Architecture

Lecture 58 Getting to Know the Application

Lecture 59 Running the Application

Section 16: Real-World Applications II: Image Production

Lecture 60 Application

Lecture 61 Running Image Generator

This course is ideal for anyone eager to learn about Generative AI, regardless of their background or skill level