Projects

Selected projects

S&P 500 Quant Dashboard showing walk-forward periods and out-of-sample performance metrics.
Quantitative ML · Interactive dashboard2026

S&P 500 Quant ML Dashboard

An end-to-end stock-selection pipeline with leakage-aware walk-forward validation, out-of-sample backtesting, and factor analysis.

  • Python
  • React
  • AutoML
  • Walk-Forward
SiamMAE video object segmentation and motion correspondence results.
KTH course project2024

Siamese Masked Autoencoder Reproduction

Self-supervised visual correspondence learning across temporally separated video frames.

  • PyTorch
  • Self-Supervised Learning
  • Video
  • Transformers
Grad-CAM explanation heatmaps over ImageNet predictions.
KTH coursework2024

Deep Learning Practical Assignments

Experiments in self-supervision, semi-supervision, model bias, and visual explanation.

  • PyTorch
  • SimCLR
  • FixMatch
  • Grad-CAM
Food classification interface showing an uploaded image and its Top-5 predicted Taiwanese dishes.
Computer vision application2022

Taiwanese Food Classification App

An EfficientNetV2-based classifier for 101 Taiwanese food categories with Top-5 predictions and a user feedback loop.

  • TensorFlow
  • EfficientNetV2
  • Transfer Learning
  • Anvil
Camera view of the self-driving robot following colored tracks.
Computer vision project2021

Camera-Based Self-Driving Robot

A vision-to-control lane-following pipeline for a ROS-based mobile robot.

  • PyTorch
  • OpenCV
  • ROS
  • Computer Vision