Data Science roadmap
Six stages · about three months at seven hours a week · 32 resources
Statistics, Python and machine learning to answer real questions.
Leads to roles such as Data Scientist, Data Analyst, ML Engineer.
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The stages
Stage 1: Python and pandas
Load, clean and reshape data reproducibly.
about 2 weeks 7 lessons and videos inside
You will be able to
- Clean messy data with pandas
- Merge and reshape tables
- Keep a reproducible notebook
Project
Clean and merge two public datasets in a notebook.
Stage 2: Statistics and experiments
Describe data, test ideas and avoid false conclusions.
about 2 weeks 6 lessons and videos inside
You will be able to
More roadmaps to explore
- Data AnalystSQL, spreadsheets and telling the truth with numbers.
- AI & Machine LearningFrom Python and maths to models you can explain.
- 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.