Place for collecting great projects/capstones from previous springboard students.
| Link | Notes |
|---|---|
| Blog | Site of a past student who is very active and has some great capstones |
| GitHub | "Machine Learning with the Chicago Rideshare "Trips" Dataset" |
| GitHub | Predicting the yellow taxi trip duration between any two locations X and Y within NYC |
| GitHub | "High Accuracy Cancer Prediction Using Machine Learning Inspired Mass Spectrum Analysis" |
| GitHub | "How many stars will I give? Predicting ratings of Amazon reviews" |
| GitHub | "Topic Model Analysis of Berkshire Hathaway's Shareholder Letters" |
| GitHub | "Predicting Daily Peak Electricity Demand during Ontario Summers" |
| GitHub | "Building a Hybrid Product Recommendation System for Amazon using Customer Ratings and Reviews" |
| GitHub | "Multiclass Text Classification for Identifying TV Show Characters" |
| GitHub YouTube | "Predicting Short Term Solar Energy Production" |
| GitHub | Pet Adoption |
| GitHub | This project focuses on predicting energy consumption of the entire region in southern CA served by the SDGE (San Diego Gas and electric) utility (which comes under CAISO) based on the past 5 years of hourly energy consumption data. |
| GitHub | "Predicting Income Groups Using World Development Indicators" |
| GitHub | "International Rock Climbing Recommendation System" |
| GoogleDoc | "Semantic Search for Patents" |
| GitHub | "Oil Prices Impact Ecuador Grocery Store Chain Sales" |
| GitHub GoogleDoc | "Classifying Amazon Reviews Based on Customer Ratings using Natural Language Processing" |
| GoogleDoc | "Boston Fire False Alarm Prediction" |
| NbViewer | "Topic-Modeling with /r/PersonalFinance" |
| GitHub | "Analyzing Gun Violence in the US" |
| GitHub | "Predicting Building Permit Issue Time" |
| App | "Tesla Price Prediction Web App" |
| GitHub | A small data science project reveals how public health issues and socioeconomic difficulties go hand in hand. |
| GitHub | "Predicting the nightly price of Toronto's AirBnB listings" |
| Blog | "Predicting stock market crashes with statistical machine learning techniques and neural networks" |
| Blog | "Investigating Racial Biases in Seattle Terry Stop Data with Machine Learning" |
| Blog | "Predicting US County Level Opioid Overdose Mortality Rate" |
| GitHub | "Factors associated with differences in Life Expectancy across the United States" |
| GoogleDoc | "Building an expected goals model from shot-event data" |
| GitHub | "Satellite Imagery Classification with Deep Learning" |
| GitHub | "Collaborative Filtering Based Book Recommendation Engine" |
| GitHub | "Mental Health in Technology Industry" |
| GoogleDoc | "Deep Neural Network for Weather Time Series Forcasting" |
| GitHub | "US Wildfire Prediction" |
| Deck, Report | "Predict Poverty by Satellite Imagery and Deep Learning" |
| GitHub | "Analysis of Total Nitrogen Water Pollution Using Land and Air Data" |
| Blog | "Anomaly Detection in Time Series Sensor Data" |
| Blog | "Develop an Image-to-Image Translation Model to Capture Local Interactions in Mechanical Networks (GAN)" |
| Blog | "Extractive Summarization using BERT" |
| GitHub | "Using Elon's Tweets to Predict Tesla Stock Price" |
| Deck Report | "Detecting Potential Candidates Who are Looking for New Job" |
| Report | "Development and Validation of Cardiovascular Disease Risk Prediction Tool: A Machine Learning Approach" |
| YouTube GitHub | "Brewery Review Analysis with Natural Language Processing (NLP) and Named Entity Recognition (NER)" |
| GitHub | "This project is an attempt to produce an image classification model that can distinguish between chest X-rays labeled as either normal, pneumonia, or COVID-19" |
| GitHub | "Sales Analyzing and Weekly Sales Forecasting for Drug Store Rossmann" |
| GitHub | "Image Captioning in Pytorch" By reppertj |
| Blog | "How a Machine Learning Algorithm Helped Make Hurricane Damage Assessments Safer, Cheaper, and More Effective" |
| GitHub | "Predictive Modeling of Harmful Algal Blooms in the Western Basin of Lake Erie" By melanierbutler |
| GitHub | "Cassava Image Classification" By melanierbutler |
| Blog | "Revolutionizing Photography with an AI-Based Image Classifier" |
| Blog | "Using Data Analysis to Uncover Biases in Funding for Medical Research" |
| GitHub | "Development of Real Estate House Prediction Demo App from the Proof of Concept (PoC) to Deployment Stage" By jayguptacal |
| Blog | "Using A Netflix-Inspired Algorithm To Create A Recommendation Engine For Rock Climbers" |
| GitHub, App | "Menara App for House price estimation, forecast and GreatSchools Search" By akthammomani |
| GitHub | "Identifying the Severity of Knee Osteoarthritis in X-Ray Images" By fontainelam |