Intermediate
AI & Machine Learning Engineer learning path
A practical route into machine learning: get the maths and Python in place, learn classic ML on Kaggle, then deep learning with fast.ai and modern language models with Hugging Face.
- Courses
- 6
- Time
- 5–8 months part-time
- About 231 hrs by provider estimates
- Free certificates
- 4
- Cost
- Free
- Certificates may cost extra where noted
The steps
0 of 6 steps done
Harvard Online
CS50's Introduction to Programming with PythonSolid Python first.
60 hrsBeginnerFree certificate
Kaggle Learn
Intro to Machine LearningYour first models, with a free Kaggle certificate.
3 hrsBeginnerFree certificate
Kaggle Learn
Intermediate Machine LearningPipelines, validation and gradient boosting.
4 hrsIntermediateFree certificate
Harvard Online
CS50's Introduction to Artificial Intelligence with PythonSearch, logic and neural networks at Harvard.
70 hrsIntermediateFree certificate
fast.ai
Practical Deep Learning for CodersDeep learning taught top-down by practitioners.
14 hrsIntermediateNo certificate
Hugging Face
LLM CourseTransformers and large language models in practice.
80 hrsIntermediateNo certificate