Complete Generative AI Course With Langchain and Huggingface
$0.99
Unlock the full potential of Generative AI with our comprehensive course, “Complete Generative AI Course with Langchain and Huggingface.” This course is designed to take you from the basics to advanced concepts, providing hands-on experience in building, deploying, and optimizing AI models using Langchain and Huggingface. Perfect for AI enthusiasts, developers, and professionals, this course offers a practical approach to mastering Generative AI.
What you’ll learn
- Learn to create advanced generative AI applications leveraging the Langchain framework and Huggingface’s state-of-the-art models.
- Understand the architecture and design patterns for building robust generative AI systems.
- Gain hands-on experience in deploying generative AI models to various environments, including cloud platforms and on-premise servers.
- Explore different deployment strategies, ensuring scalability and reliability of AI applications.
- Develop Retrieval-Augmented Generation (RAG) pipelines to enhance the performance and accuracy of generative models by integrating retrieval mechanisms.
- Learn to seamlessly incorporate Huggingface’s pre-trained models into Langchain applications, leveraging their powerful NLP capabilities.
- Customize and fine-tune Huggingface models to fit specific application requirements and use cases.
- Work on real-world projects that illustrate the application of generative AI in various domains, such as chatbots, content generation, and data augmentation.
Course content
4949 sections • 207 lectures • Total duration 54 h 6 min
Introduction
Python Control Flow
Data Structures Using Python
Functions in Python
Importing, Creating Modules And Packages
File Handling in Python
Exception Handling
OOPS Classes and Objects
Streamlit With Python
Machine Learning For NLP (Prerequisites)
Deep Learning For NLP(Prerequisites)
Simple RNN Indepth Intuition
ANN Project Implementation
End To End Deep Learning Projects With Simple RNN
LSTM RNN Indepth Intuition
LSTM And GRU End To End Deep Learning Project- Predicting Next Word
Bidirectional RNN Indepth Intuition
Encoder And Decoder|Sequence To Sequence Architecture
Attention Mechanism-Seq2Seq Networks
Transformers
Introduction To Generative AI And LLM Models
Introduction To Langchain For Generative AI
Getting Started With Langchain And OpenAI
Important Components And Modules In Langchain
Getting Started With Open AI And Ollama
Building Basic LLM application Using LCEL(LangChain Expression Language)
Building Chatbots With Conversation History Using Langchain
Conversational Q&A Chatbot With Message History
End To End Q&A Chatbot GEN AI App With
RAG Document Q&A With GROQ API And LLama3
Conversational Q&A Chatbot- Chat With Pdf Along With Chat History
Search Engine With Langchain Tools And Agents
Gen AI Project-Chat With SQL DB With Langchain SQL Toolkit and Agenttype
Text Summarization With Langchain
Gen AI Projects- Youtube Video And Website Url Content Summarization
Text To Math Problem Solver Using Google Gemma 2
Huggingface And Langchain Integration
Pdf Query RAG With Langchain And AstraDB
MultiLanguage Code Assistant Using CodeLama
Deployment Of Gen AI Apps In Streamlit and Huggingspace
Generative AI With AWS(Bonus)
Getting Started With Nvidia NIM and Langchain
Creating Multi AI Agents Using CrewAI For Real World Usecases
Hybrid Search RAG With Vector Database And Langchain
Introduction To Graph Databases And Cypher Query Language With Langchain
Practical Implementation With Graphdb With Langchain
Detailed Intuition and Implementation Of Finetuning LLM Models
End To End finetuning LLM Models With Lamini Platform
Building Stateful, Multi-Actor Applications Using LangGraph