Titanic Survival Prediction
Explore which features predict survival. Start with simple EDA and beginner-friendly classification, then try logistic regression and clear visualisations.
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Pick the cohort that fits where you are right now, then we will show project ideas designed for you. You can switch at any time, so feel free to explore both!
Explore which features predict survival. Start with simple EDA and beginner-friendly classification, then try logistic regression and clear visualisations.
Classify hotel reviews as positive or negative. Begin with text cleaning and baseline models, then build simple classifiers and sentiment plots.
Predict match outcomes from women's international football results. Great for beginner feature engineering, logistic regression, and visual storytelling.
Got a creative idea? Pitch your own beginner-friendly challenge and shape it with your team. Start small, experiment, and make it yours.
Build a multi-objective model to compare quality of life, salaries, costs, and tax burden. Extend with clustering and custom utility scoring.
Analyse clickstream patterns to understand topics linked with ChatGPT discussions. Try network analysis, topic modelling, and predictive trends.
Investigate fairness in AI systems by checking data distributions and model outcomes. Compare metrics like demographic parity and equal opportunity.
Measure how women are represented in public knowledge platforms using scraping, classification, and visual dashboards.
Design your own ambitious challenge. Define a bold question, justify your modelling approach, and create something original with your team.