The AI Engineering Bootcamp

4.9ย (59)

ยท

10 Weeks

ยท

Cohort-based Course

Build and evaluate RAG and agentic reasoning apps with the best tooling and community for people who want to build, ship, and share ๐Ÿ—๏ธ๐Ÿšข๐Ÿš€.

This course is popular

4 people enrolled last week.

Industry-leading tooling, LLMs, & infra

Cursor
Claude
OpenAI
Hugging Face
LangChain

Course overview

Prototype agentic apps and get them into Production. Ship fast, then scale.

Our Community


๐Ÿ—๏ธ ๐Ÿšข๐Ÿš€ AI Makerspace is on a mission to create the world's leading community for people who want to build, ship, and share production LLM applications.


Welcome! We invite you to join our close-knit AI Makerspace community on YouTube (learn live weekly with us for free at 10 AM PT on Wednesdays!) or Discord to start building, shipping, and sharing with us today!


https://aimakerspace.io/


Our Course


The AIE Bootcamp is truly a bootcamp. It's hard. It's a grind. But it will transform you! It will get you comfortable thriving at "The LLM Edge" and beyond. Our students don't just learn; they transform!


Plus, every cohort culminates in a live Demo Day experience! Many of our graduates have launched entirely new startups based on their demo day presentations!


To hear our student's stories and for a quick glance at all the tools you'll master, check out the following link now!


https://aimakerspace.io/the-ai-engineering-bootcamp/


Our Ethos


Build ๐Ÿ—๏ธ, Ship ๐Ÿšข, Share ๐Ÿš€!


This is the secret to success in a 21st-century workforce, and you will live this every class, every week of the cohort!


๐Ÿง‘โ€๐Ÿคโ€๐Ÿง‘ Specifically, you will get hands-on experience building and sharing complex LLM and agentic applications weekly, receiving constant feedback during live sessions and through your homework submissions via instructors, peer supporters, and your fellow cohort members.


๐Ÿ™‹ What are the prerequisites?


You must be familiar with Python programming, prompt engineering, and data science. However, most of all, you must be driven to succeed in Generative AI in 2025.


๐Ÿ™‹ How will I know if it's right for me?


If you're unsure if this course be a fit for you, you'll find tons of resources on this page to help you decide, including:


๐Ÿ“œ Curriculum & Detailed Schedule: https://bit.ly/aie6-curr

๐Ÿคฉ Demo Day Videos: https://bit.ly/best-of-demo-day

๐ŸŽค Student Interview Videos: https://aimakerspace.io/category/transformations/


Here are a few long-form pieces of writing about the student experience:

- Richard Gower, Cohort 3: https://bit.ly/aie-cohort-3-reflections

- Ches Roldan's "20 Tips to Survive AI Makerspaceโ€™s AI Engineering Bootcamp (as a non-technical person)": https://bit.ly/aie-20tips


๐Ÿ’ฐ How much do the tools cost?


Don't worry! This course is for the GPU-poor among us! This course adapts to industry-standard open-source software and compute hardware and is cloud platform agnostic. We strive to keep your additional costs low (below ~$100 total). Check Q&A for more info!**

Who is this course for

01

Data scientists and machine learning engineers aiming at becoming full-stack AI practitioners.

02

Software engineers who want to build complex LLM and agentic applications.

03

Technical product managers or execs who guide their teams on what to build, why, and how.

What youโ€™ll get out of this course

๐Ÿคฉ Demo Day!

You will present a unique project live to a cohort of your peers and the public!

๐Ÿ’ผ Hiring Opportunities

Certified AI Engineers get direct access to job opportunities from our network

๐Ÿง‘โ€๐Ÿคโ€๐Ÿง‘ Peer-Supported Live Coding

Work with certified AI Engineers in dedicated small Journey groups to discuss and code throughout the cohort!

๐Ÿค 1:1 Career Coaching

Student success will help you achieve your goals before and after certification!

๐Ÿง‘โ€๐Ÿ’ป Prompt Engineering

Leverage in-context learning as an engineer for prototyping, RAG applications, agents, and more!

๐Ÿ™‹ Retrieval Augmented Generation (RAG)

Best-practice RAG tooling, techniques, and best-practices exist now. Learn them!

๐Ÿ•ด๏ธ Agents

Build complex LLM applications capable of reasoning, action, and working with external tools!

โš–๏ธ Fine-Tuning

Efficiently fine-tune LLM and embedding models to adapt to your task or domain!

๐Ÿค” Reasoning & Test-Time Compute

From o1 to agentic conversation programming, we'll cover the latest in LLM reasoning and frameworks.

๐Ÿ“ˆ Evaluation

Instrument agent applications for metrics-driven development to show your quality improvements quantiatively.

๐Ÿ”Ž Observability

Debug, test, and monitor applications built using any leading LLM framework!

๐Ÿ“Š Inference Optimization

Learn the leading tools and quantization techniques to accelerate inference for the latency and throughput you need.

๐Ÿข On-Prem Serving

Learn to efficiently leverage resources so you can keep your data super private in the years to come.

๐Ÿงฐ Latest and Greatest

Build hands-on with uv, Cursor, and best-practice LLMs, vector stores, agent frameworks, and more!

This course includes

Interactive live sessions

Lifetime access to course materials

127 in-depth lessons

Direct access to instructor

18 projects to apply learnings

Guided feedback & reflection

Private community of peers

Course certificate upon completion

Maven Satisfaction Guarantee

This course is backed by Mavenโ€™s guarantee. You can receive a full refund within 14 days after the course ends, provided you meet the completion criteria in our refund policy.

Course syllabus

Week 1

Apr 1โ€”Apr 6

    Live Session 1: ๐Ÿค– Introduction & Vibe Check

    8 items

    Live Session 2: ๐Ÿ—ƒ๏ธ Embeddings and Retrieval Augment Generation (RAG)

    8 items

Week 2

Apr 7โ€”Apr 13

    Live Session 3: ๐Ÿš€ Industry Use Cases & End-to-End RAG

    9 items

    Live Session 4: ๐Ÿ”— Production-Grade RAG with LangChain

    9 items

    Live Deep Dive Session 1: ๐Ÿค–ย Beyond ChatGPT: Baselining Today's LLM Applications

    3 items

Week 3

Apr 14โ€”Apr 20

    Live Session 5: ๐Ÿ•ด๏ธ Production-Grade Agents with LangGraph

    8 items

    Live Session 6: ๐ŸŒ€ Multi-Agent Applications

    6 items

    Live Deep Dive Session 2: โŒจ๏ธย Beyond Git: Version Control is More Than Git

    4 items

Week 4

Apr 21โ€”Apr 27

    Live Session 7: ๐Ÿช„ Synthetic Data Generation for Evaluation

    9 items

    Live Session 8: ๐Ÿ“ˆ RAG and Agent Evaluation

    8 items

    Weekly Deep Dive: ๐ŸŽตย Beyond Vibe Checks

    1 item

Week 5

Apr 28โ€”May 4

    ๐Ÿ”ค Fine-Tuning Open-Source Embedding Models

    7 items

    โš–๏ธ Fine-Tuning Open-Source LLMs for Reasoning

    7 items

    Weekly Deep Dive: ๐Ÿชตย Beyond Logging

    1 item

Week 6

May 5โ€”May 11

    ๐Ÿง‘โ€๐ŸŽ“ Certification Challenge

    0 items

    ๐Ÿฅณ Project Pitches & AIM Games

    0 items

    Weekly Deep Dive: ๐ŸŽค Beyond Engineering

    3 items

Week 7

May 12โ€”May 18

    ๐Ÿ—‚๏ธ Advanced Retrieval for RAG Applications

    9 items

    ๐Ÿ•ด๏ธ Advanced Agentic Reasoning

    5 items

    Deep Dive: ๐Ÿค‘ Beyond Pitching: Articulate Business Impact

    3 items

Week 8

May 19โ€”May 25

    ๐Ÿš€ Practical RAG: Production Endpoints

    6 items

    ๐ŸŒ Practical RAG: Deploying Apps to APIs and Operating in Prod

    6 items

    Deep Dive: ๐Ÿšขย Beyond Prototypes: Cloud Provider Comparison

    3 items

Week 9

May 26โ€”Jun 1

    ๐Ÿข On-Premise Agents

    6 items

    ๐Ÿ’ฝ Inference and GPU Optimization

    8 items

    Deep Dive: ๐Ÿ“ˆย Beyond Demand: Reliable and Secure Delivery at Scale

    4 items

Week 10

Jun 2โ€”Jun 5

    ๐ŸŽค Demo Day Dress Rehearsal

    2 items

    ๐Ÿ“ธ Demo Day

    2 items

4.9ย (59 ratings)

What students are saying

Your AI Engineering Learning Transformation Awaits!

Average of 15 self-assessed AIE learning transformations in Cohort 5 across 9 dims on a 0-10 scale.

Average of 15 self-assessed AIE learning transformations in Cohort 5 across 9 dims on a 0-10 scale.

Free resource

๐Ÿ“… Detailed Course Schedule & Curriculum - Updated for Cohort 6!

Understand how everything comes together in the course!


Key updates from the LLM Edge include: Cursor and uv as best-practice tools, agent evaluation, build-your-own Deep Research application, Train your own DeepSeek-R1-type Reasoning model


Structural updates include: Better Demo Day support, advanced builds for every assignment, Journey groups and additional networking opportunties


Getย all the detailsย about tools we'll use and relevant papers for each project assignment, how to become AI-Makerspace Certified, and prerequisite learning pathways.

Send

Send me some resources!!

Course schedule

4-8 hours per week

  • Tuesdays & Thursdays

    4::00 - 6:00 PM PT

    • W1: April 1st, 3rd
    • W2: April 8th, 10th
    • W3: April 15th, 17th
    • W4: April 22nd, 24th
    • W5: April 29th, May 1st
    • W6: May 6th, 8th
    • W7: May 13th, 15th
    • W8: May 20th, 22nd
    • W9: May 27th, 29th
    • W10: June 3rd, 5th


    * All sessions are recorded!

  • Weekly Programming Projects

    2-4 hours per week

    Each class period, we will get hands-on with Python coding homework!

  • Demo Day!

    Thursday, June 5th at 4:00 PM PT

    Open to the public - Friends, family, coworkers, and bosses welcome!


    AIE1 Demo Day Playlist & LinkedIn Event

    AIE2 Demo Day Playlist & LinkedIn Event

    AIE3 Demo Day Playlist & LinkedIn Event

  • Instructor Office Hours

    Weekly

    Dr. Greg: Thursdays @ 8 AM PT

    The Wiz ๐Ÿช„: Fridays @ 3 PM PT

  • Peer Supporter Office Hours

    Weekly

    We typically cover 6-7 days per week with 1 or more office hours held by peer supporters!

  • International-Friendly Weekly Deep Dive Sessions

    Varies

    Tuesdays at 9 AM PT: For International (EMEA) students, a Certified AI Engineer will hold weekly 60-minute deep dive sessions!

Free resource

LLM Engineering, Cohort 3 Full Course ~ a $1999 value

Master language models and embedding models through training, fine-tuning, aligning, distilling, and merging transformer architectures!


Get access to lectures, code repositories, and more!ย 


We highly recommend all students taking The AI Engineering Bootcamp to go through this material first!


Why? It turns out that it's super helpful to understand what's happening inside of the LLM when you try to build complex applications with them.


Not required, mind you, but super helpful.


Get started building, shipping, and sharing for free now ๐Ÿ‘‡

Get this free resource

Free resource

LLM Foundations, a FREE 5-Day Email Course

Do you want to really understand how LLMs work "under the hood," fromย conceptsย toย code


Everyone drives cars, but how many people really know how the engine works?


Whether you're looking to nail AI Engineer interviews or lead an entire AI Engineering team,ย positioning yourself the LLM expert in your context is just five days away.


Show me where to sign up!

Hear from alumni, demo day judges, hiring partners, event partners, and community members!

ย ย ย ย ย ย ย ย I thought this cohort-based approach was the way to set accountability, and boy did you guys set a high bar!ย We had a very fast-paced 7 weeks, and the accountability did make it great.ย It all comes together at the end and makes sense.
Andrรฉ Fichel

Andrรฉ Fichel

CTO, Akad Seguros, ex-Apple | ex-Amazon
ย ย ย ย ย ย ย ย I didn't know what Google Colab was before I joined this course! I was so new to this domain. For an upcoming NetApp Hackathon I'm proposing to fine-tune LLMs, so you can see the difference 7 weeks has made! It's already created buzz at my workplace ... it was fun learning hands-on rather than textbook or 'strategy for AI implementation' stuff!
Monalisha Singh

Monalisha Singh

Member of Technical Staff, NetApp; Software Engineer | Innovator | Women in Tech Advocate | Cloud & AI Enthusiast | Mentor
ย ย ย ย ย ย ย ย I'm amazed by the community, the product, and the value delivered to students. Most educational courses only give you knowledge but don't push you to build. AIM has perfected learning through building. I truly enjoyed every moment of this course. "You're gonna suffer but you're gonna be happy about it" from Harry Potter sums it up. Thanks!
Savrin Darash

Savrin Darash

Data Scientist @ CVS Health
ย ย ย ย ย ย ย ย Bravo for successfully finding the right balance between assignments, quizzes, and activities to complete in the notebooks. It's very well thought out and balanced! I joined the cohort 1 Demo Day and said to myself, "WOW this is what I need!" Let's join cohort 2!
Julien de Lambilly

Julien de Lambilly

Lead AI Architect, Digit8 Group SA; Full-Stack Developer and Data Scientist
ย ย ย ย ย ย ย ย You create a safe place to learn. To become somebody who is a doer, not just a knower, it means that you've got to BELIEVE that you can do it. And that's what this community does...It gives me the ability to believe in this, and to believe that 'I'm going to be DOING this!' and that's the best part.
Mike Chrabaszcz

Mike Chrabaszcz

Emerging Technology Researcher @ Crabash; Engineering Leader - People: Team Building; Process: Optimization; Product: Mobile, AI, IoT
ย ย ย ย ย ย ย ย Having looked for quite a while to find a boot camp or a course that spoke to me, I found you guys and checked out your YouTube - that's what showed me that y'all were legit and of course, once I've joined the community it's just been amazing.
Yohan Mathew

Yohan Mathew

Responsible AI & Tech | Ex-entrepreneur, large & small orgs, non-profits
ย ย ย ย ย ย ย ย Your team [does] a really good job - even better than us at explaining how RAGAS (RAG ASessment) metrics work!
Jithin James

Jithin James

RAG ASessment (RAGAS) Co-Founder and Maintainer (YC W24 Batch)
ย ย ย ย ย ย ย ย I saw a lot of great projects during Demo Day. I saw a lot of people solving real problems. Some really solid foundations were built up here. My advice, though, is to get weirder with it. Things are moving so fast that evaluating what's real and what's crazy is really difficult right now.
Charles Goddard

Charles Goddard

Senior Research Engineer @ Arcee.ai, Creator of mergekit, ex-Apple, ex-NASA
ย ย ย ย ย ย ย ย Over the past 12 months, I have been engrossed in two disparate journeys that have transformed my life- motherhood and professional development in the AI space. ... These certificates [LLM Engineering / AI Engineering] are a testament to the sweat, tears, and, above all, the unwavering support fromย AI Makerspace who stood by me every step of the
Anjela Milani McGraw

Anjela Milani McGraw

USMC Veteran โ—† AI/ML Automation โ—† AI Consultant
ย ย ย ย ย ย ย ย /imagine hogwarts, but AI engineering, with ultra-futuristic halls and all the moving images on the wall are generated by Sora. --ar 16:9...That's AI Makerspace!
Michael Santo Domingo

Michael Santo Domingo

Software Engineer @ Zipline App
ย ย ย ย ย ย ย ย The AI Engineering was an absolutely phenomenal bootcamp that had me working as hard on my projects as I had been in the toughest period of my PhD studies. Also similarly to that time, I was surrounded by brilliant minds. It really brought back that magical feeling of sweat, tears and great happiness :)
Debora Andrade, Ph.D.

Debora Andrade, Ph.D.

AI Consultant, Oxford Ph.D., Imperial College London Postdoc
ย ย ย ย ย ย ย ย It is the "state of the art" bootcamp. The best of the best, ever. Thank you AIM Team, you are precious. I would challenge you to be even better, but in all honesty, you have set a standard of excellence that surpasses expectations. The impact you're making is truly invaluable.
Bikram Maharjan

Bikram Maharjan

Aspiring AI Engineer, ex-PayPal
ย ย ย ย ย ย ย ย The community that got me on my new path will always be very close to my heart. I got the amazing connection of my CTO and the rest of the team throughย AIย Makerspace.ย 
Katrien Cruz Grobler

Katrien Cruz Grobler

Founder, AI KAT, ex-Vodafone, ex-Unilever, ex-Reckitt Benckiser
ย ย ย ย ย ย ย ย Everything I know about AI Engineering I learned from AI Makerspace.
Harpreet Sahota

Harpreet Sahota

๐Ÿค– Generative AI Hacker | ๐Ÿ‘จ๐Ÿฝโ€๐Ÿ’ป AI Engineer | ๐Ÿ‘ท๐Ÿฝโ€โ™€๏ธ Developer Advocate | Building๐Ÿ—๏ธ-Shipping๐Ÿšข-Sharing๐Ÿš€
ย ย ย ย ย ย ย ย A big shout-out to the amazing team at AI Makerspace for their unparalleled support and guidance throughout this transformative experience. For my project, I [developed] SafeMate, a POC LLM app designed to enhance safety and security. With the support of Telice, we are committed to evolving SafeMate from a concept intoย a fully operation solution.
Cesรกreo Gonzรกlez Alvarez

Cesรกreo Gonzรกlez Alvarez

CEO & Board Member @ Telice; Innovation and digital transformation | Railways | Tunnels | Technology
ย ย ย ย ย ย ย ย I cannot say enough good things about AI Makerspace. I would absolutely recommend this course to a friend or a coworker. I am very excited to be a part of the AIM community ongoing.
Erin Lyman

Erin Lyman

Founder @ Code Sprinkles, Consultant & Research Fellow @ FemHealth Insights
ย ย ย ย ย ย ย ย "We value experience in AI Makerspace programs and are keen to identify individuals who have engaged in such specialized training."
Ravi Chandu Ummadisetti

Ravi Chandu Ummadisetti

Generative AI Technical Product Lead
ย ย ย ย ย ย ย ย Check out our 4.9/5-star rating (23 responses) from our 4-week LLM Ops Bootcamp. We started teaching RAG and Agents here!
LLM Ops: LLMs in Production

LLM Ops: LLMs in Production

maven.com/aimakerspace/llmops
Free resource

Learn LLM Ops for Free, Async!

Access all of the concepts and code directlyย on YouTubeย to start building, shipping, and sharing with LLM Ops!


**Note: This is from cohort 1 which we ran between August and September of 2023**



  1. Build complex apps with LLM Ops frameworks including LangChain and LlamaIndex.
  2. Understand LLM product development methods, from prompting to retrieval and beyond.
  3. Build, deploy, evaluate, and operate your own end-to-end production RAG system.

Get the concepts and code!

Meet your instructor

"Dr. Greg" Loughnane

"Dr. Greg" Loughnane

Co-Founder & CEO @ AI Makerspace

In 2023, we created the LLM Engineering: The Foundations and LLM Ops: LLMs in Production courses on Maven!


From 2021-2023 I led the product & curriculum team at FourthBrain (Backed by Andrew Ng's AI Fund) to build industry-leading online bootcamps in ML Engineering and ML Operations (MLOps).


Previously, I worked as an AI product manager, university professor, data science consultant, AI startup advisor, and ML researcher; TEDx & keynote speaker, lecturing since 2013.


๐Ÿ‘จโ€๐Ÿซ Learn with us free on YouTube!

๐Ÿ‘จโ€๐Ÿ’ผ Connect with me on LinkedIn!

Chris "The Wiz ๐Ÿช„" Alexiuk

Chris "The Wiz ๐Ÿช„" Alexiuk

Co-Founder & CTO @ AI Makerspace

In 2023, we created the LLM Engineering: The Foundations and LLM Ops: LLMs in Production courses on Maven!


During the day, I work as a Developer Advocate for NVIDIA. Previously, I worked with Greg at FourthBrain (Backed by Andrew Ng's AI Fund) on MLE and MLOps courses, and on a few Deeplearning.ai events!


A former founding MLE and data scientist, these days you can find me cranking out Machine Learning and LLM content!


My motto is "Build, build, build!", and I'm excited to get building with all of you!


๐Ÿ‘จโ€๐Ÿซ YouTube: AI Makerspace Official, My Personal

๐Ÿ‘จโ€๐Ÿ’ผ Connect with me on LinkedIn!

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Join an upcoming cohort

The AI Engineering Bootcamp

AIE6

$2,999

Dates

Apr 1โ€”June 6, 2025

Application Deadline

Mar 31, 2025

Don't miss out!ย Applications close in 2 days

Build ๐Ÿ—๏ธ, ship ๐Ÿšข, and share ๐Ÿš€ like a legend.

Build ๐Ÿ—๏ธ, ship ๐Ÿšข, and share ๐Ÿš€ like a legend.

Active hands-on learning at the edge

We teach concepts AND code. Never one or the other. AI has accelerated so quickly that anyone who's been a manager the last few years has not yet seen the code for themselves.

Project-based and community-driven

Youโ€™ll be interacting with other learners through breakout rooms and project teams. We can't wait to see what you build, ship, and share on Demo Day projects ๐Ÿคฉ.

Find fellow travelers for your journey

Join a community of like-minded AI practitioners who are all in on Generative AI, and who are heading down the same career path as you are.

Frequently Asked Questions

Stay in the loop

Sign up to be the first to know about course updates.

A pattern of wavy dots

Join an upcoming cohort

The AI Engineering Bootcamp

AIE6

$2,999

Dates

Apr 1โ€”June 6, 2025

Application Deadline

Mar 31, 2025

Don't miss out!ย Applications close in 2 days

$2,999

4.9ย (59)

ยท

2 days left to apply