AI & Machine Learning roadmap
Six stages · about three months at seven hours a week · 34 resources
From Python and maths to models you can explain.
Leads to roles such as ML Engineer, AI Engineer, Data Scientist.
Create a free account to open the lessons and videos, tick off stages, save this roadmap and track your progress.
The stages
Stage 1: Python for machine learning
The Python and pandas skills every ML workflow starts with.
about 2 weeks 7 lessons and videos inside
You will be able to
- Load and clean data with pandas
- Write reusable functions
- Work in notebooks
Project
Clean a public dataset in a notebook and describe it.
Stage 2: The maths you need
Linear algebra, probability and calculus at the level ML actually uses.
about 2 weeks 5 lessons and videos inside
You will be able to
More roadmaps to explore
- Data AnalystSQL, spreadsheets and telling the truth with numbers.
- Data ScienceStatistics, Python and machine learning to answer real questions.
- Inference EngineerMake machine learning models fast, cheap and reliable in production.
- AI EngineerBuild useful products on top of language models.
- Data EngineerMove, clean and organise data so others can trust it.
- MLOps EngineerTake machine learning models from a notebook to a reliable service.