Written by : Chris Lyle
Dec 23, 2025
Estimated reading time: 11 minutes
Key Takeaways
The Kaggle AI Agents Intensive Course is a hands-on, free 5-day bootcamp designed to teach building, testing, and deploying intelligent AI agents using cutting-edge Google and Kaggle technologies.
The course offers a progressive, practical curriculum covering agent fundamentals, architecture, advanced applications, and deployment with real-world projects and competitions.
Participants gain experience with tools such as Gemini APIs, LangGraph, Google's Agent Development Kit, and Vertex AI, enabling production-ready agent development.
Access to the course is fully open and self-paced, with extensive codelabs, forums, and community support, empowering learners worldwide.
Joining requires creating a Kaggle account, a Google AI Studio account for API access, and optionally joining the Kaggle Discord community for peer and mentor interaction.
The bootcamp culminates in a capstone project and Kaggle competition submission, fostering real-world AI leadership skills.
Table of Contents
Introduction: The Buzz Around the Kaggle AI Agents Intensive Course
What is the Kaggle AI Agents Intensive Course?
Deep Dive: Course Structure and Flow
How to Join: Getting Started With the Kaggle AI Agents Intensive
In Conclusion: Why You Should Join the AI Agents Intensive Today
FAQ
Introduction: The Buzz Around the Kaggle AI Agents Intensive Course
Picture this: You, building and deploying your own intelligent agents, ready to solve challenges in the real world. The Kaggle AI Agents Intensive Course is the latest, trendiest offering from Google and Kaggle, originally held live in November 2025 but now available globally for free, in a self-paced format. This is not just another online course — it’s an all-in-one bootcamp where you learn by doing, building, and even competing.
AI agents (learn more here) are more than chatbots; they’re full-fledged systems that plan, act, and learn. What’s more, this course isn’t just about the basics. You’ll learn to design, test, and deploy intelligent agents (learn more here), with leading technologies like Gemini APIs, LangGraph, and Google’s cutting-edge Agent Development Kit (ADK). From solo prototypes to powerful multi-agent systems connected to real-world data, the curriculum is as intensive as it is thrilling. Intrigued already? Wait until you see the sheer breadth of resources, hands-on assignments, and community action packed into these five days.
Ready to discover how this course can set you on the path to AI leadership? Let’s dive in and explore its structure, content, community, and exactly why everyone’s talking about it.
What is the Kaggle AI Agents Intensive Course?
The Kaggle AI Agents Intensive Course is a groundbreaking, hands-on program by Google, centered on building, evaluating, and deploying modern AI agents. If you’ve heard about the roaring success of “AI bootcamps,” this is that idea taken to the next level — turbocharged by the world’s leading ML experts, free for all, complete with open-access codelabs, forums, competitions, and cutting-edge tools (learn more here).
Originally conducted as a live event from November 10–14, 2025, this intensive course is now accessible as an open, self-paced guide, so you can experience its full power on your own time, any time (learn more here). Hosted entirely on Kaggle, it follows in the footsteps of Google’s previous Generative AI Intensive, but with a bold focus: intelligent AI agents that interact independently with the digital world (learn more here).
“The 5-Day AI Agents Intensive is designed for anyone hungry to go beyond prompts (learn more here), build agents that actually do things, and deploy them in production.”
— Kaggle Blog
Deep Dive: Course Structure and Flow
This isn’t your typical watch-and-forget MOOC. Each day of the course is crafted with progressive goals, layering practical agent-building skills on a rock-solid conceptual foundation. By the end, you’ll have gone from zero to deploying production-ready agents — and you’ll have a real-world capstone project under your belt (learn more here).
Here’s the breakdown of the action-packed curriculum (learn more here):
Day 1: Introduction to Agents
What Makes an AI Agent Tick?
Learn the why and how of agents — not just LLMs giving answers, but bots that perform tasks, reason across steps, and even interact with each other.
Turning Python Functions into Agent Tools: Take any Python function you have and transform it into a tool that agents can use, turning code into building blocks for intelligent behavior.
Build both single-tool and multi-tool agents, understanding how agents string together skills to achieve goals.
Explore ADK Tool Types: Get hands-on with Google’s Agent Development Kit for rapid prototyping.
Jump in with codelabs where you’ll create your first agent, prepping for the capstone from the very beginning.
(learn more here)
(YouTube Day 1 Assignment Walkthrough)
Day 2 & 3: Core Agent Building
Into the Engine Room: Architecture, Iteration, and Function Calling
Agent Components: Dig deep into core building blocks — memory, tools, environments.
Iterative Development: Go beyond simple prototypes; learn how agents can evolve through feedback, testing, and improvement.
Function Calling: Plug your agents into databases using SQL function calling via the latest Gemini 2.0 Live API, unlocking real-world data integration.
LangGraph Agents: Try fun hands-on projects like building a café order-taking agent, and then level up to multi-agent systems that collaborate towards shared goals.
Evaluation: Discover how to measure agent performance, reliability, and impact on user experience.
(learn more here)
(Kaggle 5-Day Agents Guide)
Day 4: Advanced Applications
Gearing Up for the Real World
Domain-Specific Integrations: Bring real-world data into your agents using tools like Google Search and custom APIs.
Visualization with Live API: Use powerful visualizations to monitor agent thought-processes and outputs.
Fine-Tuning Custom Gemini Models: Go under the hood and customize Gemini to better serve your unique use case.
(learn more here)
Day 5: MLOps and Deployment
When You’re Ready for the Big League: Deployment and Operations
Adapting MLOps for Agents: Apply proven machine learning operations strategies to manage, update, scale, and monitor your agents.
Vertex AI Tools: Use Google Vertex AI for deployment and monitoring.
Capstone Submission: Submit your final agent in a Kaggle competition, applying everything you’ve learned in a thrilling real-world challenge.
(learn more here)
(YouTube Day 5 Recap)
(Kaggle Blog Recap)
How to Join: Getting Started With the Kaggle AI Agents Intensive
Good news: You’re just a few clicks away from joining this AI adventure! Here’s what you’ll need:
Step 1: Create a Kaggle Account
Sign Up: Head over to Kaggle and create your free account. If you want to run and save cloud notebooks, you’ll need to phone-verify your account (learn more here).
Find the Course: The main portal is the 5-Day AI Agents Intensive Course Guide, where all materials are organized by day.
Step 2: Get a Google AI Studio Account
API Access: You’ll need a Google AI Studio account to access Gemini and run advanced agent functions. Set up your account and get your API key to integrate with course codelabs (learn more here).
Step 3: Join the Discord Community (Optional but Fun!)
Discord Server: Want to meet other learners, swap tips, or ask the mentors questions? Hop onto the official Kaggle Discord server (learn more here).
That's it! The course, all assignments, labs, and video walkthroughs are completely free — though no certificate is mentioned, you’ll gain access to exclusive podcasts, whitepapers (like "Generative AI Agents"), and optional advanced units to push your skills even further (learn more here).
In Conclusion: Why You Should Join the AI Agents Intensive Today
The Kaggle AI Agents Intensive Course is more than a class — it’s a call to adventure in the world of intelligent AI. You’ll learn, build, and deploy industry-leading agents, join a global community, and walk away with real skills that matter. Whether you’re looking to automate business tasks, supercharge your productivity, or simply stay on the cutting edge of AI, this course is your ticket.
AI agents are the future, and now, you have the power to create them. The adventure starts now — will you answer the call?
Course Guide: Kaggle AI Agents Intensive 2025
All research, curriculum structure, and quotes are based on official course materials, open-access guides, and community resources (Kaggle Guide, YouTube Video, Official Blog, Event RSVP). No registration or fee required; open-access as of late 2025.
FAQ
What is the Kaggle AI Agents Intensive Course?
The Kaggle AI Agents Intensive Course is a free, hands-on 5-day program offered by Google and Kaggle that teaches you how to build, test, and deploy intelligent AI agents using industry-leading tools and APIs. It includes codelabs, forums, competitions, and a capstone project.
How can I access the course materials?
The course materials are available online for free and self-paced on Kaggle’s platform. You can find the full guide and all daily assignments in the 5-Day AI Agents Intensive Course Guide.
Do I need any special accounts to participate?
Yes. You need a free Kaggle account to access the course content and run notebooks. You’ll also need a Google AI Studio account to access Gemini APIs and integrate advanced agent functions. Optionally, you can join the Kaggle Discord community for peer support.
What are the main technical tools used in the course?
The course uses Google’s Gemini APIs, LangGraph, the Agent Development Kit (ADK), Google Search APIs, Vertex AI for deployment, and SQL function calling. These enable building sophisticated, interactive agents that connect with real-world data and services.
Is there a certificate or credential for completion?
The official material does not mention certificates. However, completing the course, submitting the capstone project in the Kaggle competition, and participating in the community provide valuable skills and real-world experience in AI agent development.
