saaries

CS5489

CityU ML tutorials for your baseline experiments

PointNet

PointNet implementation on Windows (pyTorch version, most of codes are brorrowed from Fxia22)

Maze_DQN_reinforcement_learning

Use deep Q network to solve maze problem generated randomly, i.e. find the shortest path in a maze

Obstacle_avoidance_dqn

Obstacle avoidance with DQN Algorithm (Double DQN, Prioritized Experience Replay, Dueling Network Architectures, N-step Return, Soft TargetNet, Parallel computing...

Maze_reinforcement_learning

Use Q-Learning and SARSA to solve maze problem generated randomly, i.e. find the shortest path in a maze

chatroom

MovieReview

This is a DApp based on smart contract and runs on a local blockchain, where people can write movie reviews.

TLS_Malware_Detection

ML classification for TLS malware traffic

Backtracing_sudoku_solver

Live demo shows how backtracing works in solving a sudoku problem.

FruitRecognizer

An AR App for recognizing objects(some fruits/vegetables）, using coreML && ARKit2.

Kaggle_plant_pathology

ML course project, including data analysis part, implement network and final submission (with accuracy around 0.94).

Desktop_Pet

This is an App our team made in the undergraduate Android course. It provides functions like BlueTooth connection-based games, WeChat digital red package notifications, etc.

Pointnet_visualization_tool

saaries.github.io

When-Deep-Learning-Meets-Differential-Privacy-Privacy-Security-and-More

Li X, Chen Y, Wang C, Shen C. When Deep Learning Meets Differential Privacy: Privacy, Security, and More. IEEE Network. 2021 Nov;35(6):148-55.