An internal World Cup 2026 prediction game for Botpress employees. Players sign in with Slack, predict the outcome of every match, and compete for the top of a company-wide live leaderboard, earning points for correct calls and a bonus for hot streaks. Fixtures and results sync automatically as the tournament unfolds, so the standings stay up to date on their own.
An interactive web app that guides grade 7 to 12 students through a hands-on design-thinking activity, growing a virtual flower as they ideate, prototype, and share their solutions. Teachers run their class as a "garden," and students can publish their finished work to a public gallery.
A recurrent neural network in PyTorch that predicts an English Premier League player's next-match statistics from their previous five games. We scraped fbref.com with BeautifulSoup to build a dataset of 491 players and over 16,000 five-match sequences from the 2022-2023 season, then trained and compared RNN and LSTM models, with the RNN coming out ahead. A Flask web app lets you search any player and see the model's forecast.