Engineering & Data curriculum
AI for Machine Learning teams
Advanced workflows for ML teams: evaluation pipelines, fine-tuning strategies, and agentic model deployment. Your Machine Learning team learns on its own projects and priorities, not generic AI literacy.

What the journey covers
What Machine Learning teams learn
Each topic is practiced on live work from your company, so the skill lands in the workflow.
Evaluation pipelines
Fine-tuning strategies
Agentic model deployment
How it runs
Built from your company, run daily
One focused build a day
A daily, role-specific lesson, so the learning fits inside the working day.
Real assignments, not toy exercises
Each function gets a learning journey built from your Company Brain, with real assignments tied to live company work, not toy exercises.
You keep it
You keep the Company Brain and every curriculum, and re-run them as you hire and grow. No retainer required.
Other roles
More role curricula
Every function gets its own journey. See the rest of the curriculum.
Next step
Bring this to your Machine Learning team
Thirty minutes with a builder, not a salesperson. We will tell you plainly whether it fits.