Beginnerpandas
Explore an open dataset
Clean a public dataset and write five findings, each backed by one clear chart.
Under reviewCareer
Data Scientist Roadmap
Use statistics, code and machine learning to answer hard questions and guide decisions.
- 6 stages
- 24 topics
- 6 project ideas
Under review. Written by the KamerLink team and being checked by a reviewer. It will carry a Verified badge once approved.
The roadmap
Main topic Recommended Alternative option Optional · order flexibleTap a topic to read about it and see free resources.
Data Scientist
1FoundationsBeginner
2Working with dataBeginner
You have reached the end of the beginner stages. Prove what you learned with a project.
3Statistical inferenceIntermediate
4Machine learningIntermediate
You have reached the end of the intermediate stages. Prove what you learned with a project.
5Specialised methodsAdvanced
6Delivering impactAdvanced
You have reached the end of the advanced stages. Prove what you learned with a project.
Finished the roadmap? Put it to work.Explore open jobs