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KGP TALKIE
Generative AI
Jun 4, 2026 at 10:30 AM10 min read

Agentic RAG with LangChain, FAISS, and Ollama

Convert a FAISS vector store into an agent-accessible tool and build an Agentic RAG that autonomously retrieves document context only when relevant, with an interactive streaming chat loop.

KGP TALKIE
Generative AI
Jun 4, 2026 at 10:30 AM9 min read

LangChain Agents with create_agent

Build autonomous LangChain v1 agents using create_agent — wire web search tools, configure model parameters, implement dynamic model switching, and stream agent responses.

KGP TALKIE
Generative AI
Jun 4, 2026 at 10:30 AM15 min read

LangChain Expression Language & Chains

Master LangChain Expression Language (LCEL) — build sequential, parallel, router, and custom chains using the pipe operator, RunnableParallel, RunnableLambda, and the @chain decorator.

KGP TALKIE
Generative AI
Jun 4, 2026 at 10:30 AM8 min read

LangChain Chat Message Memory

Add persistent chat memory to any LangChain chain — store and replay multi-turn conversation history using RunnableWithMessageHistory and SQLChatMessageHistory.

KGP TALKIE
Generative AI
Jun 4, 2026 at 10:30 AM7 min read

Build Your Own Chatbot with LangChain

Build a streaming, multi-session chatbot web app with LangChain, Ollama, and Streamlit — using persistent SQL memory and token-by-token streaming output.

KGP TALKIE
Generative AI
Jun 4, 2026 at 10:30 AM5 min read

Deploy Resume Parsing with Streamlit

Wrap the two-stage LLM resume parsing pipeline into an interactive web application using Streamlit, enabling users to upload PDFs and view extracted JSON data in real time.

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MCP Mastery: Build AI Apps with Claude, LangChain and Ollama
Verified Course

MCP Mastery: Build AI Apps with Claude, LangChain and Ollama

Build MCP servers & clients with Python, Streamlit, ChromaDB, LangChain, LangGraph agents, and Ollama integrations.

What you'll master:

  • MCP Architecture: Client, server, and transport layers
  • Claude Desktop Integration: Direct MCP server connections
  • Real-World Applications: Data analysis servers for Excel, PowerPoint, SQLite
  • RAG Implementation: Vector databases with LangChain integration
Agentic AI - Private Agentic RAG with LangGraph and Ollama
Verified Course

Agentic AI - Private Agentic RAG with LangGraph and Ollama

Step-by-Step Guide to RAG with LangChain, LangGraph, and Ollama | DeepSeek R1, QWEN, LLAMA, FAISS.

What you'll master:

  • Agentic RAG: Intelligent, adaptive systems that act like smart assistants
  • Corrective RAG: Self-improving and error-correcting mechanisms
  • Document Processing: Doclings integration for seamless document loading
  • Production Ready: Streamlit apps and AWS EC2 deployment
Master Langchain v1 and Ollama - Chatbot, RAG and AI Agents
Verified Course

Master Langchain v1 and Ollama - Chatbot, RAG and AI Agents

Master Langchain v1, Local LLM Projects, Ollama, DeepSeek, LLAMA 3.2, Complete Integration Guide.

What you'll master:

  • Setup & Integration: Professional Ollama and Langchain configuration
  • Custom Chatbots: Memory, history, and advanced features with Streamlit
  • Prompt Engineering: Templates, chains (Sequential, Parallel, Router)
  • Agent Development: Custom tools and step-by-step instruction execution

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