Engineering
Machine Learning Engineer
ML engineers train, fine-tune, and ship the models that power AI products. They're the people who build the tools everyone else in this list uses.
Structured path
Start the Machine Learning Engineer path
~14 hours · 6 stages · 20 lessons.
A day in the life
A rough shape of the workday.
Morning
Open the day with Claude and ChatGPT — triaging the inbox and lining up priorities.
Midday
ML engineers train, fine-tune, and ship the models that power AI products, with help from PyTorch.
Wrap-up
Wrap up by reviewing what shipped, capturing notes, and queuing tomorrow's first move.
Everyday AI tools
What this role uses day-to-day.
Specialized AI tools
Industry-specific products in 2026.
Skills to build
What you'll be doing — well.
- Linear algebra
- Python
- Experiment design
- GPU optimization
Education path
Common routes in.
- Bachelor's in CS/math
- Master's or PhD helpful
Typical U.S. salary
$130,000–$380,000USD/year
Source: BLS OES · national median range
Start here
Lessons aligned to this career path.