Generative AI Certification

Introduction-What we will learn in this course

Getting Started With VS Code

Different Ways Of creating Python Environment

Python Basics-Syntax And Semantics

Variables In Python

Basics DataTypes In Python

Operators In Python

Conditional Statements (if, elif, else)

Loops In Python

Lists and List Comprehension In Python

Tuples In Python

Dictionaries In Python

Real World Use cases Of List

Getting Started With Functions

More Coding Examples With Functions

Lambda Function In Python

Map Function In Python

Filter Functions In Python

Import Modules And Packages In Python

Standard Libraries Overview In Python

File Operations With Python

Working with File Paths

Exception Handling With try except else and finally blocks

Classes And Objects In Python

Single And Multiple Inheritance

Polymorphism In OOPS

Encapsulation In OOPS

Abstraction In OOPS

Magic Methods In Python

Operator Overloading In Python

Getting Started With Streamlit

Example Of ML APP With Streamlit

Roadmap To Learn NLP

Practical Usecases Of NLP

Tokenization and Basic Terminologies

Tokenization Practicals

Text Preprocessing Stemming Using NLTK

Text Preprocessing Lemmatization

Text Preprocessing Stopwords

Parts Of Speech Tagging Using NLTK

Named Entity Recognition

Whats Next

One Hot Encoding

Advantages and Disadvantages of OHE

Bag Of Words Intuition

Advantages and Disadvantages Of BOW

BOW Implementation Using NLTK

N Grams

N gram Implementation Using NLTK

TF-IDF Intuition

Advantages and Disadvantages OF TFIDF

TFIDF Practical Implementation

Word Embeddings

Word2vec Intuition

Word2vec CBOW Detailed Explanation

Skip Gram Indepth Intuition

Advantages OF Word2vec

Word2vec Practical Implementation

Introduction To NLP In Deep Learning

ANN VS RNN

RNN Forward Propagation With Time

Simple RNN Backward Propagation

Problems With RNN

Discussing Classification Problem Statement And Setting Up Vs Code

Feature Transformation Using Sklearn With ANN

Step By Step Training With ANN With Optimizer and Loss Functions

Prediction With Trained ANN Model

Integrating ANN Model With Streamlit Web APP

Deploying Streamlit web app with ANN Model

ANN Regression Practical Implementation

Finding Optimal Hidden Layers And Hidden Neurons In ANN

Problem Statement

Getting Started With Embedding Layers

Implementing Word Embedding With Keras TensorFlow

Loading And Understanding IMDB Dataset And Feature Engineering

Training Simple RNN With Embedding Layers

Prediction From Trained Simple RNN

End To End Streamlit Web App Integrated With RNN And Deployment

Why LSTM RNN

LSTM RNN Architecture

Forget Gate In LSTM RNN

Input Gate And Candidate Memory In LSTM RNN

Output Gate In LSTM RNN

Training Process In LSTM RNN

Variants Of LSTM RNN

GRU RNN Indepth Intuition

Discussing Problem Statement

Data Collection And Preprocessing

LSTM Neural Network Model Training

Prediction From LSTM Model

Streamlit Webapp Integration With LSTM Trained Model

GRU RNN Variant Implementation

Bidirectional RNN- Why To Use It?

Indepth Intuition OF Encoder And Decoder-Sequence to Sequence Architecture

Problems With Encoder and Decoder

Attention Mechanism Indepth Architecture Explanation

Plan Of Action

What and Why To Use Transformers

Understanding The basic Architecture Of Encoder

Self Attention Layer Working

Multi Head Attention

Feed Forward Neural Network With Multi Head Attention

Positional Encoding Indepth Intuition

Layer Normalization

Layer Normalization Examples

Complete Encoder Transformer Architecture

Decoder-Plan Of Action

Decoder-Masked Multi Head Attention

Encoder and Decoder Multi Head Attention

Decoder Final Linear And Softmax Layer

What is Generative AI- AI Vs ML Vs DL Vs Generative AI

How Open AI ChatGPT or LLama3 LLM Models are Trained

Evolution OF LLM Models

All LLM Models Analysis

Complete Langchain Ecosystem

Creating Virtual Environment

Getting Started With Langchain And Open AI

Introduction To Basic Components And Modules In Langchain

Data Ingestion With Documents Loaders

Text Splitting Techniques-Recursive Character Text Splitter

Text Splitting Technique-Character Text splitter

Text Splitting Technique-HTML Header Text Splitter

Text Splitting Technique-Recursive Json Splitter

Introduction To OpenAI Embedding

Ollama Embeddings

Huggingface Embeddings

VectorStores-FAISS

VectorStore And Retriever- ChromaDB

Going Forward

Building Important Components Of Langchain

Building GENAI Apps

Understanding Retrievers and Chains

Introduction To Ollama And Set Up

Simple Gen AI App Using Ollama

Tracking Gen AI App Using Langsmith

Getting Started With Open source Models Using Groq API

Building LLM, Prompt And Stroutput Chains With LCEL

Deploy Langserve Runnable And Chain As API

Building Chatbot With Message History Using Langchain

Working With Prompt Template And Message Chat History Using Langchain

Managing the Chat Conversation History Using Langchain

Working With VectorStore And Retriever

Building Conversational Q&A Chatbot With Message History

Introduction To The Q&A Chatbot

Creating Virtual Environment

Creating Prompt Template And Integrating Open AI API

Creating Streamlit Web App and Integrating Response With OpenAI API

Q&A Chatbot With Ollama And Open Source Models

Introduction To Groq Cloud And LPU Inference Engine

RAG Document Q&A With GROQ API And LLama3

Demo of the Conversational Q&A Chatbot

End To End Conversational Q&A Chatbot Implementation

Introduction To Tools And Agents

Creating Tools Using Langchain

Executing Tools And LLM with Agent Executors

End To End Search Engine GEN AI App using Tools And Agent With Open Source LLM

Demo of the Project

Preparing the Data For SQlite3 Database

Preparing The Data For My SQL Database

Creating the Streamlit Web app and Configuring the Databases

Integrating Web App With Langchain SQL Toolkit And Agent type

Introduction To text summarization With Langchain

Stuff Chain And Map Reduce Text Summarization Indepth Intuition

Stuff And Map Reduce Summarization Implementation

Refine Chain Summarization Intuition And Implementation

End To End Project Demo

Implementing Youtube Video And Website Url Content Summarization GEN AI App

Demo of the End to End Project

End To End Text to Math Problem Solver Using Google Gemma2 Model Implementation

Introduction To HuggingFace And LangChain Integration

Langchain And Huggingface Integration Practical Implementation

End to End Gen AI Project With Langchain And Huggingface

End To End Project With PDf Query RAG With Langchain And AstraDB

End To End MultiLanguage Code Assistant Implementation

Deployment OF Gen AI APP In Streamlit Cloud

Deployment Of Gen AI App In Huggingface spaces

Life Cycle Of Gen AI Project In AWS Cloud

Introduction To AWS Bedrock With Implementation

Document Q&A RAG With Langchain And Bedrock

End To End Blog Generation Gen AI Using AWS Lambda And Bedrock

Deployment Of Huggingface OpenSource LLM Models In AWS Sagemakers With Endpoints

Building RAG Document Q&A With Nvidia NIM And Langchain

Youtube Videos To Blog Page Using CrewAI Agents

Introduction To Hybrid Search

Reciprocal Rank Fusion In Hybrid Search

End To End Hybrid Search RAG With Pinecone db And Langchain

Introduction To Graph DB with Langchain

What is Knowledge Graph

Creating Your Neo4j AuraDB Database Instance

RDBMS VS Graph Database

Neo4j Property Graph Data Model

Getting Started With Cypher Query Language

Intermediate To Advance Cypher Query Language

BGetting Started-Creating Environment

Inserting Data In Graph DB With Python And Langchain

Creating GraphQuery Chain With Langchain

Prompting Strategies GraphDB With LLM

What Is Quantization Indepth Intuition

LORA And QLORA Indepth Mathematical Intuition

Practical Implementation fine Tuning Custom Data With Google Gemma Model

End To End Finetuning LLM Models With Lamini AI Cloud

Introduction To Langgraph

Creating Chatbots Using Langgraph

Creating Chatbots With External Tools Workflow With Langgraph

End to End Multi AI RAG Chatbots Using Langgraph And AstraDB