Machine Learning

Target PrivSynth architecture: autoencoder, homomorphic encryption, and homomorphic discriminator pipeline

PrivSynth — Privacy-Preserving Synthetic Data Generation

A Wasserstein GAN (WGAN-GP) that synthesizes tabular data from encrypted inputs, so the model provider never sees the underlying data.

A completed AlphaZero self-play Connect Four game with move numbers, next to the MCTS policy distribution of a mid-game decision

Reinforcement Learning Agent in Games (AlphaZero)

AlphaZero-based framework that learns tic-tac-toe, Connect 4, and CartPole with a unified model architecture.

Face identification pipeline of the door opener system

Biometric Door Opener — Ambient Intelligence

AI-based face recognition door opener: on-device face scanning and encoding, with server-side authentication and door control.