Python for data
Pandas, NumPy and notebooks: foundation for every data task.
Bit Academy Pro
Become a Data Scientist
Learn to apply machine learning to real data: from feature engineering to careful evaluation. Focus on understandable models, not hype. Finish with a recognised Pro certificate.
Create a free account
Start learning today. No credit card needed.
Done! Your account has been created. Check your inbox for the confirmation.
Who it's for
This route fits you if…
- You enjoy statistics, models and experiments
- You want to go beyond dashboards: predict and classify
- You work with Python and aren't afraid of maths
- You want to combine the track with work or other commitments
Who it's not for
This is not a good choice if…
- You mainly want to unlock data and build pipelines: choose Data Engineer
- You mainly want to make analyses and dashboards: choose Data Analyst
What you'll be able to do
Where you stand after this track
- Build, evaluate and explain machine-learning models
- Work with Python, pandas, scikit-learn and notebooks
- Feature engineering, cross-validation and careful evaluation
- Recognised Pro certificate Data Scientist
Curriculum
From data to model
Statistics & EDA
Exploratory analysis, distributions, correlation versus causation.
Supervised learning
Regression, classification and evaluation with scikit-learn.
Unsupervised & feature engineering
Clustering, dimensionality reduction and building useful features.
Final project
An end-to-end ML problem: from data to explainable model.
What you'll build
Projects that become your portfolio
No lookalike to-do apps. Real projects with coach feedback. The kind you show in interviews.
- A classification project on a real dataset, including evaluation
- A predictive model with feature engineering and cross-validation
- A notebook in which you clearly present your approach and findings
Ready to start?
Schedule a no-strings intro call to discuss the route, your starting level and possible employer co-financing. Always check the current rates and terms during your intake.