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Agentic AI Projects: FastAPI, MCP, AWS Deploy & Gemini 3 (Udemy.com)

Build & Deploy 10 Production AI Agents with LangChain v1, LangGraph, MCP, Gemini 3, FastAPI, Streamlit & AWS EC2

Created by: Laxmi Kant

Last updated August 2026

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What you will learn

  • Build real AI agents using LangChain and Google Gemini that can reason, use tools, and complete tasks autonomously
  • Design agent architectures using ReAct patterns, tool calling, and structured decision making
  • Implement short-term and long-term memory in AI agents using databases and embeddings for personalized experiences
  • Create and manage agent tools for web search, weather, finance, document analysis, and external APIs
  • Apply prompt engineering techniques to control agent behavior, improve output quality, and guide tool usage
  • Add safety layers such as guardrails, human-in-the-loop approval, and middleware controls to prevent errors and misuse
  • Stream real-time responses and generate structured outputs from AI agents in production-style applications
  • Secure AI agents with sandboxed code execution to prevent file deletion, credential leaks, and system risks

How it compares

Against the other 461 rated Udemy courses in Data Science on CourseDuck:

  • Rating4.4 out of 5higher than 28% of them
  • Reviews98#427 of 462 by number of reviews
  • Length26.8 hourslonger than 88% of them
  • Last updatedAugust 2026more recently than 86% of them

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Course Description

Welcome to the most comprehensive Agentic AI projects course on Udemy for 2026 — focused on building, deploying, and scaling real-world AI agents in production.

Learn to architect and ship 10 production-grade AI Agent projects using LangChain v1, LangGraph, Google Gemini 3, MCP (Model Context Protocol), FastAPI, Streamlit, and AWS EC2 — the exact stack powering the next generation of autonomous AI systems.

This course is not another "build a chatbot" tutorial. It is the production deployment companion you need after learning LangChain fundamentals. Every module ends with working, deployable code you can adapt for your own product, client, or portfolio.

Who is teaching this course

I'm Laxmi Kant Tiwari, founder of KGP Talkie, with over a decade of AI and Machine Learning industry experience including senior AI engineering at Linedata. I've taught 160,000+ students across YouTube and Udemy, and I build and deploy the exact systems I teach. No fluff, no filler, no recycled Medium articles — just production-grade code and architecture you can ship.

The 10 Production AI Agent Projects You Will Build

  1. Live Hotel Search Agent — Airbnb MCP server integration with real-time search

  2. Travel Planner Agent — Google Calendar MCP with memory and multi-tool orchestration

  3. Code Execution Agent — Secure E2B sandbox for data analysis (Apple, Google, IMDB, Titanic datasets)

  4. Google Sheets + Finance Analyzer Agent — Yahoo Finance MCP with Sheets read and write

  5. Gmail Daily Briefing Agent — Automated email summarization and action extraction

  6. Personal AI Assistant on AWS EC2 — LangChain Agent Chat UI deployed to production

  7. AI Agent REST API Gateway — FastAPI with Pydantic, CORS, and Swagger UI

  8. Full-Stack AI Assistant — Streamlit + FastAPI with real-time response streaming

  9. Cloud-Deployed Full-Stack Agent — End-to-end AWS EC2 deployment with security hardening

  10. MySQL E-commerce Analyst Agent — TiDB + MCP + FastAPI streaming server

What Makes This Course Different

  • LangChain v1 and Gemini 3 — the freshest possible stack; most courses still teach deprecated v0.x APIs

  • Real MCP server integrations — not toy examples. Airbnb, Gmail, Google Calendar, Google Sheets, Yahoo Finance, MySQL

  • Actual AWS EC2 deployment walkthroughs — from instance launch to production security configuration

  • Production patterns — model fallback, error handling, guardrails, HITL, streaming, context offloading

  • 26+ hours of hands-on video — every line of code explained, every architecture decision justified

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Instructor Details

Laxmi Kant

Laxmi Kant Tiwari is an IIT Kharagpur graduate and a Senior Data Science & AI Engineer with 10+ years of industry experience across startups and MNCs. He has worked on real-world machine learning, deep learning, LLMs, LangChain, LangGraph, RAG systems, and AI agent workflows, delivering scalable solutions for production environments.

As the co-founder of mBreath Technologies, he built an award-winning wireless health monitoring system that won Eureka 2016 at IIT Bombay, showcasing his ability to turn complex AI ideas into real, market-ready products.

Through KGP Talkie, his global teaching platform, Laxmi has trained 100,000+ students worldwide in Python, Machine Learning, Deep Learning, and now cutting-edge Generative AI technologies like LangChain, Ollama, GPT-OSS, Qwen3, Gemma3, and Transformer fine-tuning. Many of his courses have become Best Sellers on Udemy due to their clarity, simplicity, and strong real-world focus.

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Reviews

4.4

98 ratings on Udemy

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By Nicky Liu on 6/2/2026

He spends most of the time plugging his other courses. Terrible.

By Stefan Zörner on 4/5/2026

For my taste, there’s too much early promotion of the instructor’s other courses. That might be appropriate at the end, as a way to delve deeper into the subject. But not in the introductions.

By Sandhya on 3/14/2026

I learnt a lot from this course and it perfectly matched my expectations. I was looking for some practical hands on kind of course and this course has helped me do that.

By Aditya Bhonde on 3/3/2026

This is an excellent course on Agentic AI. The instructor explains complex concepts like agents, tools, memory, and workflows in a very simple and practical way. The hands-on examples using modern frameworks helped me understand how to build real AI agents. Highly recommended for developers who want to move into Generative AI and Agentic AI.

By Shikhar Shukla on 2/27/2026

A practical, production-focused course that teaches how to build and deploy real-world AI agents using LangChain v1 with tool integration, memory, and scalable architecture

By Narayanan on 2/27/2026

This is very Amazing Course on the Agentic AI with proper hands on experience as well as it covers the industry level requirement in this field thanks for making such a great course!!!!

By Priyanshu kumar on 2/20/2026

Cutting-Edge Stack !! Most courses are stuck on LangChain 0.1 or 0.2. Moving to LangChain v1 (the stable, production-ready release) and Gemini 3 is the best thing in this course

By Malishka Paradkar on 2/13/2026

This course teaches everything from Agentic AI, Gen AI Agents, LangChain v1, Gemini 3, to deploying AI App. It has everything that you'd want to learn. Highly recommend it!!!

By Soham Sanyal on 2/11/2026

Fantastic instructor—engaging, knowledgeable, and great at breaking down tricky topics. Hands-on examples made everything click. Best LangChain course I've taken.

By Shreya kumari on 2/10/2026

Best Course on the Agentic AI and Gen AI Agents, Everyone should take this course to Match the Industry level Skill, Thankyou for this Incredible course sir!!!

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Overall Score : 88 / 100