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Build AI Applications with LangChainGo
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1.
Introduction
About This Course
Introduction to Generative AI and Large Language Models
Introduction to Prompt Engineering
Quiz: Introduction
2.
Getting Started with Foundation Models
OpenAI
Cohere
Hugging Face
Gemini AI
Stability AI
Quiz: Getting Started with Foundation Models
3.
Vector Databases
Introduction to Vector Databases and Embeddings
Introduction to Vector Search
Quiz: Vector Databases
4.
PostgreSQL as a Vector Database
Introduction to pgvector Extension in PostgreSQL
Hands-On Application: Movie Recommendation Service
Quiz: PostgreSQL as a Vector Database
5.
Pinecone Vector Database
Introduction to Pinecone
Hands-On Application: Movie Recommendation Service
Quiz: Pinecone Vector Database
6.
Redis as a Vector Database
Introduction to Vector Search in Redis
Hands-On Application: Movie Recommendation Service
Quiz: Redis as a Vector Database
7.
LangChain Framework Components
Introduction to LangChain
LLM and Embedding Model Components of langchaingo
Document Loaders
Chain Component
Quiz: LangChain Framework Components
8.
Using Vector Stores with LangChain
Vector Store and Retriever Components
Using PostgreSQL as a Vector Store with LangChain
Using Pinecone as a Vector Store with LangChain
Quiz: Using Vector Stores with LangChain
9.
Build with LangChain
Build Chat Applications
Understanding Retrieval-Augmented Generation (RAG)
Build an Application to Chat with Documents Using RAG
Build a Document Loader for Minio Object Store
Quiz: Build with LangChain
10.
Wrap Up
Conclusion
Mini Project
Premium
Final Project
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Build AI Applications with LangChainGo
Quiz: Pinecone Vector Database
Test your understanding of using Pinecone vector database.
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