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.

Machine Learning curriculum, abstract illustration

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

01

One focused build a day

A daily, role-specific lesson, so the learning fits inside the working day.

02

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.

03

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.