Mentor recruitment
focus

  • Ivy League
  • Oxford
  • Cambridge
  • Imperial College London
  • EPFL
  • Meta
  • Microsoft
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Computer vision & perception · PROPOSED PILOT

Build a robot that sees

Turn camera data into useful decisions. Build, test, and evaluate a perception pipeline for an autonomous system.

16 weeks Pod of 3 Weekly meetings + Discord
Humanoid robot in a technical workspace

A PROJECT YOU CAN MAKE YOUR OWN

From first questions
to a working demo.

A working perception pipeline, reproducible evaluation, and a technical project report.

Upcoming cohort

This is a proposed learning path. The mentor, final project, start date, and weekly schedule will be confirmed before enrollment.

Your four-month journey

MONTH 01Frame the problem+

Choose a visual task, explore a public dataset, and agree on your evaluation criteria.

MONTH 02Build your baseline+

Implement a baseline and build a reproducible training and evaluation pipeline.

MONTH 03Experiment & improve+

Investigate failure cases and test improvements under changing conditions.

MONTH 04Demonstrate & explain+

Package your code, present the evidence, and demonstrate what your system can do.

What to bring

Comfortable Python, basic linear algebra, and introductory machine learning.

Plan for 4–6 hours of independent and team work each week, alongside your one-hour mentor meeting. The pilot is online, using public data and simulation.

Tools you'll work with

Python · PyTorch · OpenCV

What you'll take away

  • A documented team project and your individual contribution
  • A final demo and technical write-up
  • Direct feedback and an individual assessment
  • Opportunity to request a performance-based reference

Start with a trial session.

Tell us your interests and experience. We'll get in touch to arrange a trial session.

We’ll confirm session details and mentor availability.

Mentor recruitment
focus

  • Ivy League
  • Oxford
  • Cambridge
  • Imperial College London
  • EPFL
  • Meta
  • Microsoft

Share what you know.

Lead a pod of three. We handle recruitment, scheduling, and onboarding.

LinkedIn, university/lab page, Google Scholar, or personal website.

Pilot cohorts in development. No payment to apply.