Full-Stack GenAI: Fine-Tuning and Integration with FastAPI, React, and MongoDB

Build full-stack GenAI applications by fine-tuning models and integrating them with FastAPI, React, and MongoDB.

Introduction to Generative AI

Unit 1: Generative AI Fundamentals

Unit 2: Transformers and Development Setup

Unit 3: Development Environment Setup

Working with Pre-trained Generative AI Models

Unit 1: Introduction to Pre-trained Models

Unit 2: Text Generation with Pre-trained Models

Unit 3: Image Generation with Pre-trained Models

Unit 4: Code Generation with Pre-trained Models

Fine-Tuning Generative AI Models

Unit 1: Dataset Preparation for Fine-Tuning

Unit 2: Fine-Tuning Techniques

Unit 3: Monitoring and Evaluation

Unit 4: Addressing Common Issues

Building a FastAPI Backend for GenAI

Unit 1: FastAPI Fundamentals for GenAI

Unit 2: Integrating GenAI Models with FastAPI

Unit 3: Data Storage and Security

Creating a React Frontend for GenAI

Unit 1: React Setup and API Connection

Unit 2: Building the User Interface

Unit 3: Advanced Features and Feedback

Unit 4: Enhancements and Deployment

Ethical Considerations and Responsible AI Development

Unit 1: Understanding Ethical Implications

Unit 2: Mitigating Bias in GenAI

Unit 3: Responsible AI Development