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Starts June 12th, 2025

AI Product Engineer Bootcamp

AI Product Engineer Bootcamp

Join 100+ other Data Scientists, PMs, founders and AI engineers for an intense 6-week Project-based Bootcamp!

Get ready for # 1 role in tech in 2025

Get ready for # 1 role in tech in 2025

Join Now

Software Engineering Principles

Join our daily Vibe Coding Sessions with a Senior Full-Stack AI Engineer and share your progress on Demo Days every Friday!


Design Real-World AI Systems

Deploy your first end-to-end AI application using industry standard frameworks and engineering practices.


Build Cutting-Edge AI Products

Learn what it takes to build products like Perplexity, Cursor and Lovable. And get your first real users!

Software Engineering Principles

Join our daily Vibe Coding Sessions with a Senior Full-Stack AI Engineer and share your progress on Demo Days every Friday!


Design Real-World AI Systems

Deploy your first end-to-end AI application using industry standard frameworks and engineering practices.


Build Cutting-Edge AI Products

Learn what it takes to build products like Perplexity, Cursor and Lovable. And get your first real users!

What's included

- 18 Live Sessions
- 30 "Vibe Coding" sessions
- Lifetime Access to all materials
- Weekly Q&A sessions
- Daily feedback and support
- Private community of Data & AI pros
- Certificate of completion
- Capstone Project

Start date: June 12, 2025

Join Now

Price: $2,100
Limited to 100 seats!
Don't Wait. Sign up now.

What's included

- 18 Live Sessions
- 30 "Vibe Coding" sessions
- Lifetime Access to all materials
- Weekly Q&A sessions
- Daily feedback and support
- Private community of Data & AI pros
- Certificate of completion
- Capstone Project

Start date: June 12, 2025

Join Now

Price: $2,100
Limited to 100 seats!
Don't Wait. Sign up now.
All units

What makes us unique?

All units

What makes us unique?

Daily Live Coding

5 days a week, you’ll join vibe coding sessions where we build full-stack AI apps using TypeScript, the Vercel AI SDK, and more right in front of your eyes!

Applied Approach

Build Real-World Projects, Not Toy Examples You’ll work on real applications that use APIs, vector databases, embeddings, and agent orchestration, not just notebooks.

Engineering-First Mindset

We focus on debugging, testing, and deploying scalable AI systems, not just hacking together prompts. You’ll learn the engineering principles that will make AI work in production.

AI + Product = Career-Ready

LLMs are cool. But product thinking is what gets you hired. You wil learn what matters the most from real founders, technical leaders, and decision makers during the guest speaker sessions.

Certificate

Built by Practitioners

Your instructors aren’t theorists. They’re builders, engineers who’ve launched AI products, partnered with AI startups, and have a vast network of builders.

Community Driven

Build lifelong connections with top Data and AI talent. In our nurturing community, you'll build, share and learn from each others successes and failures.

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Bootcamp Curriculum

All units
All units
Week 1
Week 1

Build something people love

We encourage our students to build projects that are useful to themselves, their job or people around them.

Week 2
Week 2

Unique expert insights

Our coaches build AI systems in production. No theory crafting.

Week 3
Week 3

Gain confidence

Our students report huge boosts in confidence when building and evaluating AI & LLM systems during and after the bootcamp

Week 4
Week 4

Build something people love

We encourage our students to build projects that are useful to themselves, their job or people around them.

Week 5
Week 5

Unique expert insights

Our coaches build AI systems in production. No theory crafting.

Week 6
Week 6

Gain confidence

Our students report huge boosts in confidence when building and evaluating AI & LLM systems during and after the bootcamp

6-Week Program
Week 1

Set Up Development Environment

Setup Git and Cursor. Pick your track between TypeScript & Python.

  • TypeScript: Next.js, AI SDK or direct API clients

  • Python: Streamlit, litellm or direct API clients

HW: Build a simple project with UI and 1 API call.

Week 2

Intro to AI Agents

Learn how to build AI Agents:

- How to use tool-calling
- Difference between workflows vs agents
- Understand different design patterns and frameworks

HW: Ship a very small agent in preferred tech stack

Week 3

Expanding the Agent Toolkit

Implement RAG, web search/web crawl into your apps.

  • Learn what is MCP?

  • How to implement web search and RAG?

  • Explore the most reliable tools and APIs

HW: Ship a new agent that does one of the things

Week 3

Core functionalities

Learn how to ship like a pro AI / Software Engineer.

  • What is shipping in slices?

  • How to connect backend with frontend?

  • Setup agents with Next.js & AI SDK.

HW: Share your implementation of the current topics of the week.


Week 5

Authentication, Database and UI

It is time to make your app production-ready!

  • Build proper Auth and DB connections.

  • Start testing your app.

HW: Complete the current week's tasks and work on your Capstone Projects!

Week 6

Evals, Tracing and Deployment

Learn everything about debugging, tracing and creating evaluation frameworks.

  • Set up tracing and deploy your app with Vercel.

  • Build custom evaluation frameworks.

HW: Submit and present your final projects!

6-Week Program
Week 1

Set Up Development Environment

Setup Git and Cursor. Pick your track between TypeScript & Python.

  • TypeScript: Next.js, AI SDK or direct API clients

  • Python: Streamlit, litellm or direct API clients

HW: Build a simple project with UI and 1 API call.

Week 2

Intro to AI Agents

Learn how to build AI Agents:

- How to use tool-calling
- Difference between workflows vs agents
- Understand different design patterns and frameworks

HW: Ship a very small agent in preferred tech stack

Week 3

Expanding the Agent Toolkit

Implement RAG, web search/web crawl into your apps.

  • Learn what is MCP?

  • How to implement web search and RAG?

  • Explore the most reliable tools and APIs

HW: Ship a new agent that does one of the things

Week 3

Core functionalities

Learn how to ship like a pro AI / Software Engineer.

  • What is shipping in slices?

  • How to connect backend with frontend?

  • Setup agents with Next.js & AI SDK.

HW: Share your implementation of the current topics of the week.


Week 5

Authentication, Database and UI

It is time to make your app production-ready!

  • Build proper Auth and DB connections.

  • Start testing your app.

HW: Complete the current week's tasks and work on your Capstone Projects!

Week 6

Evals, Tracing and Deployment

Learn everything about debugging, tracing and creating evaluation frameworks.

  • Set up tracing and deploy your app with Vercel.

  • Build custom evaluation frameworks.

HW: Submit and present your final projects!

All units

Bootcamp Curriculum

Week 1

Build something people love

We encourage our students to build projects that are useful to themselves, their job or people around them.

Week 2

Unique expert insights

Our coaches build AI systems in production. No theory crafting.

Week 3

Gain confidence

Our students report huge boosts in confidence when building and evaluating AI & LLM systems during and after the bootcamp

Week 4

Build something people love

We encourage our students to build projects that are useful to themselves, their job or people around them.

Week 5

Unique expert insights

Our coaches build AI systems in production. No theory crafting.

Week 6

Gain confidence

Our students report huge boosts in confidence when building and evaluating AI & LLM systems during and after the bootcamp

Next Cohort Schedule

Next Cohort Schedule

June 12th - July 23th, 2025
June 12th - July 23th, 2025

Join Now

Our Students Success Stories

Our Students Success Stories


Florian Moritz


Florian Moritz


Florian Moritz

As a journalism buff, combining storytelling with tech is my sweet spot, and I’m thrilled to keep exploring this mix. It’s been exciting to dive deep into AI

Autumn Hicks

Autumn Hicks

Autumn Hicks

Entrepreneurs are builders at heart.. I’ve always loved creating things and finding solutions to problems. Throughout this bootcamp, I dove into building agentic workflows and absorbed insights from some of the brightest minds in AI

Trusted by 100+ AI Engineers

5.0
Join 25,000 AI & Data pros at Break Into Data
Matias R

Data Engineer

The bootcamp has been a game-changer for me. It's empowered me to take on challenging engineering projects without fear.

Matias R

Data Engineer

The bootcamp has been a game-changer for me. It's empowered me to take on challenging engineering projects without fear.

Matias R

Data Engineer

The bootcamp has been a game-changer for me. It's empowered me to take on challenging engineering projects without fear.

Master Student

I went from feeling completely lost and overwhelmed by the world of AI to having the confidence to build my own projects from scratch.

Master Student

I went from feeling completely lost and overwhelmed by the world of AI to having the confidence to build my own projects from scratch.

Master Student

I went from feeling completely lost and overwhelmed by the world of AI to having the confidence to build my own projects from scratch.

Funemployed

I enjoy the community people are supporting each other. It's really cute and every time I'm going to the chat like there are cute vibes and people supporting each other!

Funemployed

I enjoy the community people are supporting each other. It's really cute and every time I'm going to the chat like there are cute vibes and people supporting each other!

Funemployed

I enjoy the community people are supporting each other. It's really cute and every time I'm going to the chat like there are cute vibes and people supporting each other!

Osman A.

ML Engineer

AI agents are the hype at the moment. I see this bootcamp as a great opportunity to go through that and implement in real project here!

Osman A.

ML Engineer

AI agents are the hype at the moment. I see this bootcamp as a great opportunity to go through that and implement in real project here!

Osman A.

ML Engineer

AI agents are the hype at the moment. I see this bootcamp as a great opportunity to go through that and implement in real project here!

Vinayak K

BI Manager

StudyFlow offered courses that helped me improve my workflow. The learning experience was engaging.

Vinayak K

BI Manager

StudyFlow offered courses that helped me improve my workflow. The learning experience was engaging.

Vinayak K

BI Manager

StudyFlow offered courses that helped me improve my workflow. The learning experience was engaging.

Melissa H

Curriculum Developer

Even though this bootcamp is fast paced, I've been able to build a full blown Al product in such a short time.

Melissa H

Curriculum Developer

Even though this bootcamp is fast paced, I've been able to build a full blown Al product in such a short time.

Melissa H

Curriculum Developer

Even though this bootcamp is fast paced, I've been able to build a full blown Al product in such a short time.

Funemployed

The amount of options and tech stack is overwhelming but one of the takeaways from this bootcamp is what Hai said - be a problem solver, not a tool user.

Funemployed

The amount of options and tech stack is overwhelming but one of the takeaways from this bootcamp is what Hai said - be a problem solver, not a tool user.

Funemployed

The amount of options and tech stack is overwhelming but one of the takeaways from this bootcamp is what Hai said - be a problem solver, not a tool user.

Autumn Hicks

Entrepreneur

I found the guest speaker session to be a "huge" inspiration moment in the bootcamp, as it showed me that shipping a real product that people would pay for, was possible.

Autumn Hicks

Entrepreneur

I found the guest speaker session to be a "huge" inspiration moment in the bootcamp, as it showed me that shipping a real product that people would pay for, was possible.

Autumn Hicks

Entrepreneur

I found the guest speaker session to be a "huge" inspiration moment in the bootcamp, as it showed me that shipping a real product that people would pay for, was possible.

Dwayne J

Email developer

The expertise and knowledge of the instructors, as well as their extensive connections and network, was incredibly valuable to me in this bootcamp.

Dwayne J

Email developer

The expertise and knowledge of the instructors, as well as their extensive connections and network, was incredibly valuable to me in this bootcamp.

Dwayne J

Email developer

The expertise and knowledge of the instructors, as well as their extensive connections and network, was incredibly valuable to me in this bootcamp.

Join Now



Learn Fundamental AI Engineering Concepts



Learn Fundamental AI Engineering Concepts


Learn Fundamental
AI Engineering Concepts




Agents + Agentic Workflows

You’ll learn to orchestrate autonomous agents that decompose big tasks, collaborate, and self-verify so your app runs hands-free and reliably.

Model Context Protocol (MCP)

We’ll teach you to design rigorous context-passing protocols that keep models grounded, state-aware, and consistently on-spec across multi-step interactions.

Tool-Calling

Empower models to trigger functions, query APIs, and write back to databases, converting plain language into real-world actions and fresh data.

AI System Design

Architect robust back-end pipelines that link foundation models with internal data sources and 3rd-party services for production-grade performance.

Product Design

You’ll turn advanced AI capabilities into delightful experiences, applying user-centric design so the magic feels simple, clear, and trustworthy.

Evals and Tracing

Build automated evaluation suites and live tracing dashboards that surface errors, measure quality, and drive fast, data-backed iteration.

About the Hosts

Meri Nova


  • AI / ML educator

  • Founder at Break Into Data

  • DataCamp Instructor (RAG course)


    Meri Nova is a self-taught AI and ML engineer with 130k followers on LinkedIn and 25k Data & AI professionals in the Break Into Data community. Meri hosted technical and career-related workshops for 11k attendees in 2023, and her course on RAG at DataCamp was completed by 3,000 students who received certificates.


    Break Into Data is known for ML coding challenges and career-related workshops that have helped numerous professionals transition into their first jobs in Data, ML, and AI fields. Fun fact: Meri is the oldest sibling out of 12.

Hai Nghiem


  • Langchain Ambassador

  • Full Stack Engineer at Colab (YC s19)

  • Founder at CatswithBats.com


Hai grew the largest AI Developer community in Canada (AI Tinkerers) from 30 to now 680 members.

He advises ML/AI startups, teaches full-stack and AI engineering at a coding bootcamp, and leads workshops for startups at Invest Ottawa on topics like AI agents, RAG (particularly the retrieval component), pg-vector, and web scraping.

He contributes to open-source AI projects and became a Langchain Ambassador in 2024. He authored one of the first popular projects using LLM with web scraping for data extraction in 2023.



Fun fact: Hai majored in Cinema & Economics, and learned to code on the job (his last position was at a YC S'19 startup).

Join Now

Student Projects from Previous Bootcamps




Student Projects from Previous Bootcamps


Student Projects from
Previous Bootcamps



Email Developer AI Platform

AI-powered job search Agent

An agentic job search system that scours job boards, matches listings to your profile, and delivers personalized recommendations with application tips.

Multi-Agent Github Manager

A coordinated multi-agent system that automates pull-request reviews, issue triage, and repository maintenance to boost your team’s development velocity.

Voice Meeting Analyzer

An agentic voice meeting analyzer that transcribes meeting audio, extracts key discussion points and action items, and provides sentiment and participation insights.


Catering sales Agent

A multi-agent catering sales agent that identifies high-value leads, crafts personalized outreach sequences, and manages follow-up campaigns end-to-end.

Curriculum Developer

An agentic curriculum developer that transforms raw source documents into structured learning objectives, lesson plans, and interactive educational materials.

What's included

- 18 Live Sessions
- 30 "Vibe Coding" sessions
- Lifetime Access to all materials
- Weekly Q&A sessions
- Daily feedback and support
- Private community of Data & AI pros
- Certificate of completion
- Capstone Project

Start date: June 12, 2025

Join Now

Price: $2,100
Limited to 100 seats!
Don't Wait. Sign up now.

What's included

- 18 Live Sessions
- 30 "Vibe Coding" sessions
- Lifetime Access to all materials
- Weekly Q&A sessions
- Daily feedback and support
- Private community of Data & AI pros
- Certificate of completion
- Capstone Project

Start date: June 12, 2025

Join Now

Price: $2,100
Limited to 100 seats!
Don't Wait. Sign up now.

Explore Our FAQs

Find quick answers to commonly asked questions about AI Product Engineer Bootcamp. Have a question not listed? Email us at info@breakintodata.io

What are prerequisites for this program?

Some experience with Python (3-6 months) and burning desire to learn full-stack engineering and not only AI.

What is the time commitment per week?

Our students see the most success at 10-15+ hours a week if not more. Remember, it's all up to you! You will have a lifetime access to recordings.

What kind of support will I receive?

You will have direct access to instructors and TAs on a daily basis. Ask questions either in the chat or during office hours if you ever get blocked on your projects!

I am not good at coding. Is this suitable for me?

Yes, this program is beginner-friendly. However, take the free 14-Day AI Product Engineering course to help you prepare for the bootcamp!

Will I receive the certificate?

Only students who submit the final capstone project will receive a certificate upon completion from Break Into Data.

What is the refund policy?

You can request a full refund 1 week into the bootcamp if it doesn't feel like a match, minus Stripe's processing fees. However, after 1st week no refunds are available. Gotta lock in and ship!

Explore Our FAQs

Find quick answers to commonly asked questions about AI Product Engineer Bootcamp. Have a question not listed? Email us at info@breakintodata.io

What are prerequisites for this program?

Some experience with Python (3-6 months) and burning desire to learn full-stack engineering and not only AI.

What is the time commitment per week?

Our students see the most success at 10-15+ hours a week if not more. Remember, it's all up to you! You will have a lifetime access to recordings.

What kind of support will I receive?

You will have direct access to instructors and TAs on a daily basis. Ask questions either in the chat or during office hours if you ever get blocked on your projects!

I am not good at coding. Is this suitable for me?

Yes, this program is beginner-friendly. However, take the free 14-Day AI Product Engineering course to help you prepare for the bootcamp!

Will I receive the certificate?

Only students who submit the final capstone project will receive a certificate upon completion from Break Into Data.

What is the refund policy?

You can request a full refund 1 week into the bootcamp if it doesn't feel like a match, minus Stripe's processing fees. However, after 1st week no refunds are available. Gotta lock in and ship!

Explore Our FAQs

Find quick answers to commonly asked questions about AI Product Engineer Bootcamp. Have a question not listed? Email us at info@breakintodata.io

What are prerequisites for this program?

Some experience with Python (3-6 months) and burning desire to learn full-stack engineering and not only AI.

What is the time commitment per week?

Our students see the most success at 10-15+ hours a week if not more. Remember, it's all up to you! You will have a lifetime access to recordings.

What kind of support will I receive?

You will have direct access to instructors and TAs on a daily basis. Ask questions either in the chat or during office hours if you ever get blocked on your projects!

I am not good at coding. Is this suitable for me?

Yes, this program is beginner-friendly. However, take the free 14-Day AI Product Engineering course to help you prepare for the bootcamp!

Will I receive the certificate?

Only students who submit the final capstone project will receive a certificate upon completion from Break Into Data.

What is the refund policy?

You can request a full refund 1 week into the bootcamp if it doesn't feel like a match, minus Stripe's processing fees. However, after 1st week no refunds are available. Gotta lock in and ship!

Join Now

Learn the AI Engineering Fundamentals in 14 days !

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Sign Up for Free!
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