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Project Ideas for Bachelor of Science in Data Science

Extracting insight and driving decisions with statistics, machine learning, and ethical AI.

🏛 Introduction

UC Data Science combines rigorous statistics with scalable computing. Students build end-to-end pipelines, contribute to open-source libraries, and win Kaggle competitions.

💡 Suggested Project Titles

AutoML pipeline predicting wildfire spread from weather and fuel data

Bias audit of facial-recognition algorithms across skin-tone spectra

Interactive dashboard forecasting hospital ICU capacity

Graph neural network detecting fraud in blockchain transactions

Policy memo on algorithmic transparency standards for city services

Federated-learning model for wearable health-tracker anomaly detection

Text-generation analysis of GPT detectors vs. human raters

Satellite-imagery segmentation of urban green spaces and cooling effects

Recommender system for personalized climate-action tips

Crowdsourced sentiment map of public transit satisfaction tweets

Workshop teaching indigenous data sovereignty principles

Differential-privacy mechanism balancing utility and confidentiality in census data

Deep-fake audio classifier leveraging wavelet transforms

Data journalism piece on eviction trends during pandemic moratoria

Time-series model of renewable-energy output volatility

Interactive JupyterBook teaching intro stats with real UC datasets

Network analysis of misinformation echo chambers on Telegram

Anomaly detection in smart-grid sensor streams using variational autoencoders

VR visualization of high-dimensional t-SNE embeddings

Ethnography of data-science team workflows in non-profits

University of California – BS in Data Science

Turn data into impact—master analytics and AI with UC Data Science.

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