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followers: 80.0 following: 73.0 repos: 24.0 gists: 0.0

Name: Mattias Lee

Type: User

Company: Hyundai Card

Bio: Teaching machines how to give people beautiful surprises

Location: Seoul

Blog: https://myeonghak.github.io/

👨‍💻 Machine Learning Engineer who solves marketing problems

I am a Machine Learning Engineer mainly using python.
Interested in solving problems in business/marketing area such as Recommendations, Sentiment Analysis/Text Classification, Information Retrieval, Demand Prediction, etc.
Always eager to have deeper understanding on customers.
Currently Working on a GNN based Recommender System using credit card transaction data from millions of customers.

Interests

🎁 Recommender Systems
🌐 Graph Neural Networks
🛠️ MLOps
📋 Natural Language Processing
💬 XAI(eXplainable AI)
📈 Marketing Optimization
📊 Visualization

Mattias Lee's Projects

autoencoder_for_denoising

A simple example of Denoising pictures using Autoencoder

dgl-tutorial

그래프 딥러닝 라이브러리 DGL 쉽게 배우기

fire_gimhae

분석 공모전 참여 일지

kimhae_fire_detection

김해 화재 예측

kobert-multi-label-voc-classifier

pretrained kobert를 사용한 multi-label VOC(Voice of Customers) 태그 분류 모델

laptop_price_prediction

With Laptop Data, I'll do prediction on its proper price

mab_for_par

magnn

Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding

magnn_bert

Improve MAGNN using pretrained distilBERT embedding

mlflow-rankfm

An example of MLflow Tracking and Models Using Factorization Machine Recommender model library, rankfm.

myeonghak

myeonghak.github.io

myeonghak's tech blog

naver_movie_review_crawler

Crawl Review data from Naver Movie Site

nlp_study

AI-Robotics KR 자연어처리 스터디 ('19.7.23 ~ '19.10.8)

pandas_zoo

A zoo for pandas methods, functions, usages!

recsys_mf_example

Building a Collaborative Filtering based Recommender system using e-commerce data.

recsystools

rs_study

추천시스템 스터디 ('20.8.11 ~ '20.10.2)

shap

A game theoretic approach to explain the output of any machine learning model.

stellargraph

StellarGraph - Machine Learning on Graphs

stock-news-summary

관심 주식 종목의 뉴스의 요약본을 메일로 전달하는 프로그램

til

📝 Today I Learned - 오늘 배운 것들을 기록합니다.

transformer-product-categorization

트랜스포머 블록을 활용한 상품명 자연어처리 기반 카테고리 분류 모델

vae_recommender_system

VAE(Variational AutoEncoder) Recsys example using tensorflow

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