Top 10 Agentic AI Courses for Beginners & Experienced in 2025

Your ultimate guide to mastering AI Agents, RAG systems, and autonomous workflows.

credit — LLM Engineering Handbook by Paul Iustzin

Hello guys, in 2025, the rise of Agentic AI has shifted the way we think about building and deploying intelligent systems.

Gone are the days when AI simply responded to prompts — today’s AI agents can plan, reason, collaborate with other agents, and take autonomous actions to achieve complex goals.

From customer service bots that handle entire conversations to autonomous research assistants that fetch and analyze information, Agentic AI is transforming industries at lightning speed.

Whether you’re a beginner eager to step into the AI world or an experienced engineer aiming to sharpen your skills, mastering AI agents is becoming a must-have skill.

The good news? You don’t need to figure it out alone.

We’ve handpicked the top 10 Agentic AI courses across DataCamp, Udemy, Coursera, Educative.io, and Frontend Masters— all designed to take you from concept to deployment with hands-on projects, real-world tools, and expert guidance.

In this list, you’ll find everything from 30-day crash courses to enterprise-grade RAG and LangChain bootcamps, each with a focus on building agents that do more than just chat — they act.

Whether you’re a beginner or an experienced AI engineer, these 10 top-rated courses will help you build real-world AI agents using tools like LangChain, LangGraph, CrewAI, AutoGen, and MCP.

10 Best Agentic AI Courses for Developers in 2025

Without any further ado, here are the best Agentic AI Courses you can join in 2025 to learn how to build and deploy production ready AI agents

1. The Complete Agentic AI Engineering Course (2025) — Udemy

This is one of the best Agentic AI course on Udemy which you can join to learn and master AI Agents in 6 weeks by building 8 real-world projects with OpenAI Agents SDK, CrewAI, LangGraph, AutoGen, and MCP.

This is a comprehensive course that equips you to create and deploy Autonomous Agents for commercial impact.

You will master Agentic AI Architectures, Frameworks and Protocols, such as the remarkable MCP. You will build 8 powerful Agent solutions that can make decisions and take actions in ways that will astonish you.

This is a project based and hands-on course, ideal for beginners who want a structured, project-based introduction.

You’ll Learn:

  • Building single & multi-agent systems
  • LangGraph workflows
  • CrewAI orchestration
  • Connecting agents to APIs

Talking about the social proof, more than 83,343 students have already joined this course and its a Udemy Bestseller.

Here is the link to join this course — The Complete Agentic AI Engineering Course (2025)

2. IBM RAG and Agentic AI Professional Certificate — Coursera

If you are looking for a structured course on RAG and Agentic AI and also looking for certificate from company like IBM then this Coursera professional certificate is for you.

From IBM Skills Network, this professional certificate covers RAG pipelines and agent-based architectures for enterprise-scale AI.

Here are key skills you’ll learn in this course.:

  • Retrieval-Augmented Generation (RAG)
  • Building enterprise AI workflows
  • Using IBM Watson APIs

Talking about social proof, this is a relatively new Agentic AI certification on Coursera but already more than 12,199 folks have enrolled in this course which says a lot about this course and demand for Agentic AI experts.

Here is the link to join this AI certificate — IBM RAG and Agentic AI Professional Certificate

By the way, If you are planning to join multiple Coursera courses or specializations, then consider taking a Coursera Plus subscription which provides you unlimited access to their most popular courses, specialization, professional certificate, and guided projects.

Coursera Plus | Unlimited Access to 10,000+ Online Courses

It costs around $399/ per year but is worth it because you get access to more than10000+ courses and projects, and you can also get unlimited certificates.

3. Master LLM Engineering & AI Agents: Build 14 Projects (2025) — Udemy

This is another Udemy course on Agentic AI which is worth joining. It provides a deep dive into LLMs + AI Agents — from Hugging Face to N8N automation.

It is also an hands-on course and includes 14 hands-on projects and expert community support, ideal for both beginners and intermediate developers who are looking to learn how to build AI agents and tune LLM for different scenarios.

Here are things you will learn in this course:

  • OpenAI Agents SDK
  • LangGraph & CrewAI
  • Building RAG-powered agents
  • LoRA fine-tuning for custom models

Here is the link to join this course — Master LLM Engineering & AI Agents: Build 14 Projects (2025)

Master LLM Engineering & AI Agents: Build 14 Projects (2025) — Udemy

4. LLM Engineering: Master AI, Large Language Models & Agents — Udemy

This is another impressive Udemy course which is much more valuable then what it cost. This course provides an 8-week immersive program to build and deploy 8 LLM apps, mastering RAG, LoRA, and agent frameworks.

Here are key things covered in this course:

  • RAG pipelines
  • AI agent orchestration
  • Deployment best practices

You will also be comparing the latest techniques for improving the performance of your LLM solution, such as RAG, fine-tuning and agentic workflows

Here is the link to join this course — LLM Engineering: Master AI, Large Language Models & Agents

5. Build AI Agents with CrewAI — ZTM Academy

If you are looking for a bootcamp style course to learn how to build AI Agents then this course is for you. I

In this byte sized course, you’ll learn how to build AI agents that collaborate, delegate, and act using CrewAI’s intuitive framework.

You will start by defining roles for each agent, then connect them with tools and actions that allow them to fetch data, make decisions, and work together seamlessly.

You’ll also move from setting up simple workflows to orchestrating full-blown AI systems. By the end, you’ll have a multi-agentic AI Job Interview Coach powered by CrewAI!

Here is the link to join this course — Build AI Agents with CrewAI

They also have another build AI Agents with AWS course which you can further checkout, if you want to build and run AI Agents on cloud, particularly AWS.

Btw, you would need a ZTM membership to watch this course which costs around $299 per year or $1299 for lifetime access, but also provides access to many super engaging and useful courses like this one.

Learn In-Demand Skills. Get Hired. Advance Your Career. | Zero To Mastery

You can also use coupon code FRIENDS10 to get a 10% discount on this course or any subscription you choose.

6. Complete Agentic AI Bootcamp with LangGraph and LangChain — Udemy

This Agentic AI course on Udemy focuses on LangGraph & LangChain for creating autonomous workflows. Includes real-world automation use cases.

Here are things you’ll learn in this course:

  • Agent memory & persistence
  • Multi-agent collaboration
  • Task orchestration

Here is the link to join this course — Complete Agentic AI Bootcamp with LangGraph and LangChain

7. Designing Agentic Systems with LangChain — Datacamp

This interactive and short course is perfect for intermediate learners, focusing on designing custom LangChain agents from scratch.

Here are key skills you will learn in this course:

  • LangChain agent architecture
  • Tool integration
  • Chat agent customization

Talking about social proof, more than 4300 folks have already joined this course to learn about Agentic System Design with LangChain.

Here is the link to join this course — Designing Agentic Systems with LangChain

By the way, you need a Datacamp plan to access this course. They have different plans like standard, professionals, and premium which allows access to all projects.

I generally recommend the standard plan because it is right-priced and you get access to all the essentials to grow your data skills like 350+ courses, 14 career tracks, 50+ skill tracks, unlimited practice challenges, and live code along.

It cost around $25/month on an annual plan and it’s totally worth it.

8. Building AI Agents & Agentic AI Systems via Microsoft AutoGen — Udemy

This is another Udemy course to learn Microsoft AutoGen, perfect if you want to build task-driven AI assistants for automation-heavy environments.

Here are things you’ll learn in this course:

  • AutoGen fundamentals
  • AI agent-to-agent communication
  • Automating workflows

Here is the link to join this course — Building AI Agents & Agentic AI Systems via Microsoft AutoGen

9. AI-Agents: Automation & Business with LangChain & LLM Apps — Udemy

This one is another Udemy course to learn automation through AI agenets. You will learn to use AI agents for business automation with Node.js, Python, and LangChain, three top skills for any AI engineers.

Here are things covered in this course:

  • LangGraph automation flows
  • GPT-4o & Llama integration
  • Monetizing AI agents

Talking about social proof, more than 23,341 students have already joined this course to build AI agents.

Here is the link to join this course — AI-Agents: Automation & Business with LangChain & LLM Apps

10. LangChain — Develop AI Agents with LangChain & LangGraph — Udemy

This is another affordable online course on Udemy to deep dive into LangChain (v0.3.0+) and LangGraph for professional AI development.

Here are key things you will learn in this course:

  • Building domain-specific agents
  • Real-world deployment
  • Multi-modal agents

Talking about social proof, this is one of the Udemy best-seller course and more than 116,423 students have already joined it to learn Agentic AI with LangChain.

Here is the link to join this course — LangChain — Develop AI Agents with LangChain & LangGraph

11. AI Agents and Agentic AI with Python & Generative AI — Coursera

Created by Dr. Jules White, a Generative AI expert, this Coursera course covers AI agents in Python with real-world automation projects and Generative AI integrations.

Here are things you’ll learn in this course:

  • Building AI agents in Python
  • Multi-step reasoning workflows
  • Connecting agents to external tools

Talking about the social proof, more than 33,268 people have already enrolled in this course.

Here is the link to join this course — AI Agents and Agentic AI with Python & Generative AI

12. Build an AI Agent from Scratch — Frontend Masters

Created by Scott Moss, a Netflix engineer this hands-on 4-hour workshop like course on building an AI agent with a command-line interface, custom tools, and agent loops is a great resource for both beginners and intermediate AI engineer.

Here are things you’ll learn in this course:

  • Building AI agents from zero dependencies
  • Adding memory & context
  • Image generation with DALL·E

Here is the link to join this course — Build an AI Agent from Scratch

By the way, you would need a Frontend Masters membership to watch this course which would cost around $390 for one year or $39 per month if you opt for monthly plan.

This will give you access to 200+ high-quality and in-depth courses, Learning Paths, & Mobile Apps for “On the Go” Learning.

I am big fan of Frontend Masters courses and I highly recommend you to join them if you want to take your web development and JavaScript skills to next level.

Pricing

Final Thoughts

That’s all about the best online courses you can join to learn Agentic AI in 2025. Whether you’re starting from scratch or upgrading your AI engineering skills, mastering Agentic AI in 2025 is one of the best career investments you can make.

These courses will take you from theory to production-ready agents — with projects you can showcase to employers.

Pro Tip: Pick one beginner-friendly course + one advanced course, and build at least 3 deployable AI agents for your portfolio.

Other AI and Cloud Computing Resources you may like

Thanks for reading this article so far. If you find these online courses for learning Agentic AI from scratch then please share with your friends and colleagues. If you have any questions or feedback, then please drop a note.

P. S. — If you want to start from books the start with AI Engineering by Chip Huyen and The LLM Engineering Handbook by Paul Iusztin and Maxime Labonne, both of them are great books and my personal favorites. They are also highly recommend on Redditt and HN.

AI Engineering: Building Applications with Foundation Models

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