Generative AI

Module 1: Introduction to Generative AI
Lesson 1
4 Topics
Understanding AI and Machine Learning
Overview of Artificial Intelligence
Machine Learning vs. Deep Learning
History and Evolution of Generative AI
Lesson 2
4 Topics
What is Generative AI?
Definition and Key Concepts
Applications in Various Industries
Ethical Considerations in Generative AI
Module 2: Foundations of Generative Models
Lesson 3: Neural Networks and Deep Learning Basics
3 Topics
Structure of Neural Networks
Key Concepts: Activation Functions, Loss Functions, Optimizers
Introduction to TensorFlow and PyTorch
Lesson 4: Overview of Generative Models
3 Topics
Autoencoders
Variational Autoencoders (VAEs)
Generative Adversarial Networks (GANs)
Module 3: Generative Adversarial Networks (GANs)
Lesson 5: GAN Architecture
3 Topics
Generator and Discriminator Roles
Objective Function in GANs
Common GAN Challenges: Mode Collapse, Training Instabilities
Lesson 6: Types of GANs
3 Topics
Conditional GANs (cGANs)
StyleGAN and StyleGAN2
CycleGAN
Lesson 7: Practical GAN Implementation
3 Topics
Building a GAN Model
Training and Fine-Tuning GANs
Case Study: Generating Realistic Images
Module 4: Natural Language Processing (NLP) with Generative AI
Lesson 8: Introduction to NLP and Generative AI
2 Topics
Tokenization, Embeddings, and Transformers
Overview of Language Models: GPT, BERT
Lesson 9: Working with Generative Language Models
2 Topics
Training and Fine-Tuning GPT Models
Applications: Text Completion, Translation, Chatbots
Lesson 10: Advanced Topics in NLP
2 Topics
Reinforcement Learning with Human Feedback (RLHF)
Ethical Use of NLP Models
Module 5: Generative AI for Images and Art
Lesson 11: Generating Visual Content
2 Topics
DALL-E and Stable Diffusion Overview
Text-to-Image and Image-to-Image Models
Lesson 12: Style Transfer and Creative Applications
2 Topics
Neural Style Transfer
AI-Assisted Art and Design
Module 6: Practical Applications and Case Studies
Lesson 13: Industry Use Cases of Generative AI
3 Topics
Healthcare: Drug Discovery, Medical Imaging
Entertainment: AI in Music, Films, and Gaming
Marketing: Content Generation, Personalization
Lesson 14: Building Your Own Generative AI Application
2 Topics
End-to-End Project: From Idea to Deployment
Tools and Frameworks: Hugging Face, OpenAI APIs
Module 7: Future of Generative AI
Lesson 15: Trends and Innovations
2 Topics
Emerging Technologies in Generative AI
Role of Quantum Computing in Generative AI
Lesson 16: Responsible AI Practices
2 Topics
Bias in Generative AI Models
Strategies for Ethical AI Development
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Lesson 4: Overview of Generative Models

Generative AI Lesson 4: Overview of Generative Models
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