AI · Skills roadmap
AI/ML Engineer tools and skills
Train, ship and run machine learning and LLM systems that hold up in production.
- 40 to 64 weeks to job-ready, part time
- 63 lessons across 24 skills
- 12 portfolio projects
First needed on Beginner
8 skillsIn 88% of postings.
In every posting we read; scikit-learn is named in 34%.
In 42% of postings and 53% of junior ones.
In 36% of postings. Training data usually starts in a database.
In 24% of postings
In 28% of postings and 40% of junior ones. Models and LLMs are called and served over HTTP.
In 36% of postings and 46% of mid and senior ones.
In 18% of postings; the everyday tool for preparing training data.
Shelves
First needed on Intermediate
11 skillsIn 68% of postings
LLMs in 62% of postings
In 14% of postings by name
In 30% of postings and 40% of junior ones.
In 20% of postings
In 58% of postings.
In 36% of postings.
AWS in 40%
In 44% of postings.
In 30% of postings.
The open protocol for connecting models to tools and data
First needed on Advanced
5 skillsIn 32% of postings.
In 32% of postings.
ShelvesIn 24% of postings.
ShelvesIn 40% of postings and 46% of mid and senior ones.
ShelvesIn 36% of postings.
Shelves