Career Explorer
Machine Learning
Train models that learn patterns from data to make predictions.
Salary context
Competitive with senior SWE in hubs like Lagos, Nairobi, Cape Town
Growth
High — fintech, health, and climate use cases
Typical roadmap
8
months of guided milestones
Build toward the role
Core skills
Stack these capabilities on your Passport as you ship — employers hire evidence, not keyword lists.
-
01
Python Passport-ready skill
-
02
Statistics Passport-ready skill
-
03
scikit-learn Passport-ready skill
-
04
PyTorch Passport-ready skill
-
05
Feature engineering Passport-ready skill
-
06
MLOps basics Passport-ready skill
How this path becomes a plan
Roadmaps connect learning, projects, communities, challenges, mentors, and Passport milestones.
Ready to commit to Machine Learning?
Generate a personalized Builder Roadmap and keep shipping.