Wills Liou
It's like Will but plural
Projects
Portfolio Optimization
Bayesian Portfolio Optimization
For personal use, optimized portfolio risk-adjusted returns using Bayesian methods to manage volatility and SPY overexposure.
View Project
Customer Churn Retention
Customer Churn Prediction
Customer retention strategies for the telecom industry, focusing on monthly charges, tenure and contract type features.
View Project
Kaggle Neural Net Competition
Kaggle Competition
Top 2% (10/574) - Neural Network Computer Vision Image Classification with CIFAR dataset, foregoing pre-built libraries.
View Project
GTO Poker Bot
GTO Poker Bot
Heads-up Poker Bot using advanced GTO strategies and reinforcement learning techniques. Uses Monte Carlo tree search, neural networks to adapt to wide range of opponent playstyles.
View Project
Options Pricing Models
Options Pricing
Exploring Black-Scholes and Binomial Pricing Models using Monte Carlo Simulations.
View Project
Connect 4 AI
Connect 4 AI
Born out of sheer frustration after losing Connect 4 one too many times. Uses minimax algorithm.
View Project
Mass Internet Web Scraping
Webscraping
A large-scale web scraping playground using Selenium and Spider as an alternative to archive.is, efficiently storing 35TB of local data in HDD/SSD.
View Project
Market Data Pipeline (Public)
Market Data Collection
A data pipeline processing 55TB of tick-level market data with advanced indexing and compression techniques for efficient queries, the backbone of a larger trading model.
View Project
Advantage Blackjack AI
Advantage Blackjack AI
Advantage Blackjack with hand history, penetration %, and strategy hints.
View Project
Time Series Sales Forecasting
Time Series Forecasting
Monthly sales prediction of a global chain using ARIMA, stationarity tests (ADF, KPSS), exponential smoothing, and seasonality.
View Project
3D Print Electric Board Wheels
3D Printed Wheels
Designed for electric skateboard Meepo Mini 2. 3D Printed with Creality (2022), Blender for design and using high quality TPU and ABS at 80 Shore A hardness.
View Project
Punching Bag Force Measurement
Punching Bag Force Measurement
A backyard project featuring a 90lb punching bag, powered by a Raspberry Pi, gyroscopes, and a Kalman filter for precise force measurement.
View Project
Generals.io AI Bot
Generals.io Bot
Strategy game bot with 86.38% public win rate. Highly adaptive and uses pathfinding algorithms, game-state analysis, reinforcement learning and Bayesian Inference.
View Project