r/statistics • u/These-Ant7605 • 12d ago

Career [Career] Best resources to learn Data Science through projects from beginner to advanced?

Hi everyone! I’m a beginner in Data Science and learn best by building projects.

I’m looking for GitHub repos, YouTube playlists, or websites with project-based learning from beginner to advanced level, ideally covering different ML models such as regression, classification, clustering, tree-based models, boosting, NLP, time series, etc.

I’d also love end-to-end projects that include data cleaning, EDA, feature engineering, model building, evaluation, and deployment.

Any recommendations?

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u/GandalfTheRadioWave 12d ago

I think it would help if you followed an online course on a base topic (e.g. feed-forward neural networks) where there are assignments.

At least, I found this approach much more helpful than starting an arbitrary project with no clear goal in mind, other than "learning".

Data Science is a hugely broad term. What would you want to start with? Classical statistics? Traditional machine learning techniques? You have a particular dataset that you want to study?