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📌 [May 2023 - Present]: Event-based eye tracking research
- Designing a spiking neural network variant of the recurrent state space model for tracking eye features from dynamic vision sensor's event stream.
- Report to Meta's staff.
📌 [January 2023 - Present]: Robotic research
- Building a generative model for a reinforcement learning agent with an active inference based decision making system. Manuscript in preparation.
- Building active inference agent for robotic tasks. Manuscript in preparation.
- Secure a $1,000 grant to purchase robotic equipment that supports the research.
📌 [April 2022 - November 2023]: Eye segmentation research
- Develop new eye segmentation training algorithm that minimize the domain shift across different eye segmentation datasets. Manuscript under review.
- Replicate RITNet segmentation network for eye segmentation.
- Github Repo for RITNet Replication.
- Github Repo for Deep Domain Adaptation published work.
- Report to Meta's staff.
📌 [Dec 2021 - Jan 2022]: Music Emotion Recognition Algorithm
- Research and compare deep learning models in the music emotion recognition task.
- Github Repo
📌 [Dec 2021 - Jan 2022]: YOLO Algorithm Replication
- Replicate all version of YOLO training and evaluation algorithm.
- Github Repo
📌 [May 2021 - August 2021]: Credit card OCR
- Research and implement the algorithms for OCR.
- Try out different methods: template matching, training with Tensorflow Object detection API, training YOLO, training darknet.
- Build transfer learning model.
- Github Repo
📌 [May 2021 - Sep 2021]: Faster R-CNN Research and Implementation
- Code and research Faster R-CNN algorithm.
- Github Repo
- Backlog
📌 [Apr 2021 - May 2021]: Shopee's Kaggle Competition
- This project is created for academic purpose and also available publicly. More information about the competition can be found here.
- Github Repo
- Backlog
📌 [Feb 2021 - Apr 2021]: Chest X RAY Abnormalities Detection
- This project is created for academic purpose and also available publicly. More information about the competition can be found here.
- Github Repo
- Backlog
📌 [Jan 2021 - Feb 2021]: Atari Deep Q-learning network
- Research and implement reinforcement learning algorithms to play atari game.
- Implement deep Q-leanring method with variances. Implement rainbow methods which includes multiple techniques integrated in the deep Q-learning pipeline.
- Github Repo
📌 [Jan 2021 - Feb 2021]: Open-source contribution to topdup project
- Research and implement FAISS algorithm to search vectorized text.
- Github Repo
📌 [Dec 2020 - Jan 2021]: Virtual Try-on project
- This repo is the composition of multiple applications that can derive the generation of try-on image given the input image of the person and the image of the clothing.
- Github Repo
📌 [Nov 2020 - March 2021]: Open-source contribution to mlpack library
- Contribute to mlpack by fixing bugs, creating new features, and answering questions regarding issues.
- Github Repo
- Copyright: My name is on there.
📌 [Oct 2020 - Nov 2020]: Ebay ML Challenge
- Modify the method of Birch Tree, not using a branching factor but rather the fanout of each node is the number of generated clustering features.
- Github Repo
- Report
📌 [Aug 2020 - Dec 2020]: AI course work and research
- This repository is the collection of AI Idea implementation and research. This repository also contains small-scale to large-scale projects that are related to AI, ML, RL, and Wavelet Transformation.
- Github Repo
📌 [May 2020 - Sep 2020]: Algorithm of Reinforcement Learning for Imperfect Information Card Game: Gin Rummy
- Research and implement AI bot that optimize the 2-player card game Gin Rummy.
- Paper was accepted at AAAI 2021. Link to paper
- Github Repo
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📌 [January 2023 - May 2023]:
- Build a tensor computing library from scratch with GPU acceleration that operates on top of numpy.
- Same idea with JAX
- Github Repo
📌 [March 2021 - August 2021]:
- Build mobilie application with React Native which warns users of early forest fire.
- Google Play Link
- Appstore Link (will be updated in the future)
📌 [Jan 2021 - Feb 2021]: Open-source contribution to topdup project
- Write backend server with nodejs, express, javascript.
- Perform dataset operations.
- Github Repo