Build & Test AI Agents, ChatBot, RAG with Ollama & Local LLM
OFF
IT & SoftwareAI Agents & Agentic AI

Build & Test AI Agents, ChatBot, RAG with Ollama & Local LLM

4.5
(2,394 students)
12h

>_ What You'll Learn

  • Running LLMs in Local Machine for development of LLM application
  • Understand the power of Langchain for building Local LLM application
  • Understand Chain, Prompts, ChatPromptTemplates, ChatMessageHistory
  • Building Chatbots with Historical Information with Langchain
  • Building RAG application with Vector stores, Embedding and Local LLMs
  • Understanding and Building Tools for LLMs
  • Building AI Agents with Tooling support for LLMs
  • Testing/Evaluating AI Agent & RAG Application with RAGAs

>_ Requirements

  • Basics of Python
  • Enthusiasm to learn the power of LLMs knowledge to enhance your app workflow
  • Enthusiasm to build AI Agents, RAG applications and Testing them

/ Course Details & Curriculum

**Build & Test AI Agents, Chatbots, and RAG with Ollama & Local LLMs** This course is designed for complete beginners—even if you have zero knowledge of LangChain, you’ll learn step by step how to build LLM-based applications using local Large Language Models (LLMs). We’ll go beyond development and dive into evaluating and testing AI agents, RAG applications, and chatbots using RAGAs to ensure they deliver accurate and reliable results, following key industry metrics for AI performance. What You’ll Learn: - Fundamentals of LangChain & LangSmith - Chat Message History in LangChain for storing conversation data - Running Parallel & Multiple Chains (RunnableParallels, etc.) - Building Chatbots with LangChain & Streamlit (with message history) - Understanding Tools and Tool chains in LLM - Building Tools and Custom Tools for LLM - Creating AI Agents using LangChain - Implementing RAG with vector stores & local LLM embeddings - Using AI Agents and RAG with Tooling while building LLM Apps - Optimizing & Debugging AI applications with LangSmith - Evaluating & Testing LLM applications with RAGAs - Real-world projects & hands-on testing strategies - Assessing RAG & AI Agents with RAGAs This entire course is taught inside Jupyter Notebook with Visual Studio, providing an interactive, guided experience where you can run the code seamlessly and follow along effortlessly. By the end of this course, you’ll be able to build, test, and optimize AI-powered applications with confidence!

Author and Instructor

K

Karthik KK

Expert at Udemy

With years of hands-on experience in IT & Software, Karthik KK has dedicated thousands of hours to teaching and mentorship. This course is the culmination of industry best practices and a proven curriculum that has helped thousands of students transition into professional roles.

Community Feedback

M

Michael Chen

Verified Enrollment

"This Build & Test AI Agents, ChatBot, RAG with Ollama & Local LLM course was exactly what I needed. The instructor explains complex IT & Software concepts clearly. Highly recommended!"

S

Sarah Johnson

Verified Enrollment

"I've taken many Udemy courses on IT & Software, but this one stands out. The practical examples helped me land a job."

D

David Smith

Verified Enrollment

"Great value for money. The section on AI Agents & Agentic AI was particularly helpful."

E

Emily Davis

Verified Enrollment

"Excellent structure and pacing. I went from zero to hero in IT & Software thanks to this course. Lifetime access is a huge plus."

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