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Hi there πŸ‘‹ Welcome to my page!

My name is Mingyou Sung. I'm an NLP researcher & ML developer in Montreal, Quebec, Canada.

Here's some info about me!

  • Languages: Korean (Native), English (Fluent)
  • Programming Languages & frameworks: Python, PyTorch, HuggingFace, Scikit-Learn, NLTK, Regular Expression, GATE (General Architecture for Text Engineering), Unix/Linux, Git, GCP, Latex, AWS (Sagemaker, S3, EC2)

Education 🏫

Research Experience ⭐

Project Experience β˜•

  • Product Category Classification & Similar Product Identification

    • Building automatic categorization system using title and description of e-commerce products cooperate with KIES (Korea Information Engineering Services) using Word2vec and TF-IDF
  • Offering Wine Information and Recommendation on Android and Web Application

    • Final year project at Hongik University (Won the excellent prize and was selected as a creditable work)
    • Developing an Android and Web application that offers wine label recognition using CNN, wine recommendation via chatbot using Regex, and a function to search for various information about wines using AWS

Addiational Activities πŸ“

Teaching Assistant

  • Course: COMP 479 - Information Retrieval and Web Search
  • Tutored undergrads to minimize the gap between the knowledge and implementation on several information retrieval techniques such as BM25, TF-IDF

Mingyou Sung's Projects

charcnn icon charcnn

This project aims to implement the charCNN word embedding method that is leveraged in ELMo and characterBERT.

dcgan-tensorflow icon dcgan-tensorflow

A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

depedency-graph-attention-networks icon depedency-graph-attention-networks

This project aims to develop dependency-graph-attention-networks in order to represent the dependency relations of each word from given text utilizing masked self-attention. The output of the dependency-graph-attention-networks is the token-level representation of the sum of the token and its dependency.

matching-pre-trained-offset-and-preprocessed-offset icon matching-pre-trained-offset-and-preprocessed-offset

This project is to match the offset of the pre-trained word embeddings such as BERT, ELMo, and Glove to the preprocessed token offset and its dependencies in various ways of preprocessing method such as Stanza and Spacy. Therefore, the result of this can be applied to the graph neural networks without concern of its mismatch of the preprocessed token offset and pre-trained result offset.

nbviewer icon nbviewer

Nbconvert as a webservice (rendering ipynb to static HTML)

nlp-progress icon nlp-progress

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

soynlp icon soynlp

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span-detection-using-gnns icon span-detection-using-gnns

This project aims to implement the dependency-graph-convolutional-networks and dependency-graph-attention-networks for span detection from given text.

tacotron2 icon tacotron2

Tacotron 2 - PyTorch implementation with faster-than-realtime inference

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