I had twenty tabs open. I just needed someone to choose.
React developerAI engineer
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Still following after month one
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Sources we actually use
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Skills people ask for
They stopped collecting
courses. They got a path.
Same mess: too many sources. Same fix: one next step.
Every course treated me like I'd never shipped code. This one started where I was.
Backend engineerML engineer
I didn't need another list of tools. I needed an order: first this, then that.
Product designerAI product lead
Weekends only. The path respected that instead of pretending I had all day.
Data analystData scientist
I kept quitting halfway. A short path with a clear next step is what stuck.
CS studentJunior engineer
Nothing was random. The sources were already in order. That saved me months.
Mobile engineerAI platform eng.
I had twenty tabs open. I just needed someone to choose.
React developerAI engineer
Every course treated me like I'd never shipped code. This one started where I was.
Backend engineerML engineer
I didn't need another list of tools. I needed an order: first this, then that.
Product designerAI product lead
Weekends only. The path respected that instead of pretending I had all day.
Data analystData scientist
I kept quitting halfway. A short path with a clear next step is what stuck.
CS studentJunior engineer
Nothing was random. The sources were already in order. That saved me months.
Mobile engineerAI platform eng.
Paths you can
start today
Courses, docs, and practice — already in order. Or build one from where you are.
Step 1
Python foundations
Course
Step 2
ML intuition
Docs
Step 3
A project you can show
Project
8 weeks·Beginner·5 steps
AI Fundamentals
Python first, then the ML you actually need, then a project you can show someone.
Start this pathStep 1
Where you are
Your background
Step 2
What we pull in
Courses, docs, practice
Step 3
What you do next
One step
Step 1
How transformers work
Paper
Step 2
Fine-tuning
Tutorial
Step 3
A RAG app you can run
Repo
10 weeks·Intermediate·6 steps
NLP Engineer
How transformers work — then a RAG app you can run on your own machine.
Start this pathStep 1
Image pipeline
Video
Step 2
Detection models
Course
Step 3
A demo you can run
Exercise
12 weeks·Intermediate·6 steps
Computer Vision
From pixels to a detector you can demo, not just a notebook.
Start this pathStep 1
What AI can actually do
Talk
Step 2
Picking the right use case
Case study
Step 3
Writing the path
Playbook
6 weeks·Beginner·4 steps
AI Product Manager
Enough AI to decide what to build. You won't write the model.
Start this pathStep 1
Containerize
Docs
Step 2
Ship on a schedule
Guide
Step 3
Watch it in production
Lab
8 weeks·Advanced·5 steps
MLOps & Deployment
Get a model out of the notebook — and keep it running when something breaks.
Start this path