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Hi 👋, this is Alex 🙆‍♂️

I aim to be 🖥 ML-Software Engineer 🖥


Alex's GitHub stats


Experience

📕 AI and Machine Learning:

Click to expand

📌 [May 2021 - Present]: 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.

📌 [May 2021 - Present]: Faster R-CNN Research and Implementation

📌 [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

📗 Software engineer:

Click to expand

📌 [March 2021 - Present]:

  • 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

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