Comprehensive Guide to Generative AI Development and Implementation

Course Introduction
Introduction of the Instructor
Introduction to Generative AI
End to end Generative AI Pipeline
Data Preprocessing & cleaning
Data representation & vectorization for the model training
Text Classification Practical
Introduction to Large Language Models & its architecture
In depth intuition of Transformer-Attention all your need Paper
How ChatGPT is trained
Introduction of Hugging Face
Hands-On Hugging Face - Transformers, HF Pipeline, Datasets, LLMs
Data processing,Tokenizing and Feature Extraction with hugging face
Fine-tuning using a pretrain models
Hugging face API key generation
Project: Text summarization with hugging face
Project: Text to Image generation with LLM with hugging face
Project: Text to speech generation with LLM with hugging face
Introduction to OpenAI
How to generate OpenAI API key?
Local Environment Setup
Hands on OpenAI - ChatCompletion API and Completion API
Function Calling in OpenAI
Project: Telegram bot using OpenAI
Project: Finetuning of GPT-3 model for text classification
Project: Audio Transcript Translation with Whishper
Project: Image genration with DALL-E
Mastering Prompt Engineering
The Complete Introduction to Vector Databases
Mastering Vector Databases with ChromaDB
Mastering Vector Databases with Pinecone
Mastering Vector Databases with Weaviate
Introduction & Installation and setup of langchain
Prompt Templates in Langchain
Chains in Langchain
Langchain Agents and Tools
Memory in Langchain
Documents Loader in Langchain
Multi-Dataframe Agents in Langchain
How to use Hugging face Open Source LLM with Langchain
Project: Interview Questions Creator Application
Project: Custom Website Chatbot
Introduction to Open Source LLMs - Llama
How to use open source llms with Langchain
Custom Website Chatbot using Open source LLMs
Open Source LLMs - Falcon
Introduction & Importance of RAG
RAG Practical demo
RAG Vs Fine-tuning
Build a Q&A App with RAG using Gemini Pro and Langchain
What is Fine Tuning? Parameter Efficient Fine-Tuning - LoRA & QLoRA
Fine-Tuning Meta Llama 2 on Custom Data
Introduction to LlamaIndex & end to end Demo
Open Source Mistral LLM with LlamaIndex
Project: Financial Stock Analysis using LlamaIndex
Project: End to End Medical Chatbot with LLM, Pinecone, LangChain
Project: End to End Source Code Analysis with LangChain, LLM and ChromaDB
Project: Implementing Zomato chatbot with Chainlit
How to Deploy Generative AI Application as CICD on AWS
Introduction to LLMOps & Why we need it?
Generative AI with Google Cloud Vertex AI a LLMOps Platform
Vertex AI Hands-On on Google Cloud
Vertex AI Local Setup - Run Gemini Pro on Local Machine
RAG on Vertex AI with Vector Search and Gemini Pro
LLM powered application on Vertex AI
Fine-tuning Foundation Model on VertexAI
Introduction to AWS Bedrock
End to End RAG Project using AWS Bedrock