Machine Learning Practitioner. Dual background in CS & Statistics. Kaggle Master. Specializing in engineering & remote technical leadership.
fast-neural-style. Pytorch Implementation of Perceptual Losses for Real-Time Style Transfer and Super-Resolution
163textrank_demo. A simple website demonstrating TextRank's extractive summarization capability.
56pix2pix-deblur. Python
52tensorflow-crash-course. For those who already have some basic idea about deep learning, and preferably are familiar with PyTorch.
48modern_chinese_nlp. (WIP) My humble contribution to the democratization of the Chinese NLP technology
47RRL_Matlab. Recurrent Reinforcement Learning Algorithm Matlab Implementation
46yt8m-2019. 7th place solution to The 3rd YouTube-8M Video Understanding Challenge
37pytorch-pretrained-BERT. A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities.
30favorita_sales_forecasting. Solution to Corporación Favorita Grocery Sales Forecasting Competition
29quantile-regression-tensorflow. Implementations of Quantile Regression
28tbrain-insurance-policy-renewals. Top 1 solution to the TBrain - 客戶續約金額預測 machine learning competition.
23finetuning-t5. Python
23591scraper. 591租房網自動抓取腳本
23pytorch-helper-bot. A high-level PyTorch helper package
22apex_pytorch_cifar_experiment. Jupyter Notebook
21recurrent-dropout-experiments. Jupyter Notebook
16Dockerfiles. Dockerfile
14examples. A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
12sentence-transformers. Sentence Embeddings with BERT & XLNet
9kddcup2018. Code for KDD CUP 2018 https://biendata.com/competition/kdd_2018/
9kaggle-quest. TPU-Ready TF 2.1 Solution to Google QUEST Q&A Labeling using Siamese RoBERTa Encoder Model
8finetune-transformer-lm. Code and model for the paper "Improving Language Understanding by Generative Pre-Training"
7kaggle-instacart. Solution for Kaggle Instacart Market Basket Analysis Competition
7transformer_to_rnn. Experiments to distill transformer models to RNN models
7pytorch_style_transfer_l2_wasserstein. PyTorch Implementatino of Style Transfer as Optimal Transport
6jigsaw-toxic-2019. A solution to the Jigsaw Unintended Bias in Toxicity Classification Kaggle competition.
5LASER. Language-Agnostic SEntence Representations
5django-social-auth. Django social authentication made simple
5ydata-synthetic. Open repository with GAN architectures for tabular data implemented using Tensorflow 2.0.
5imet-collection-2019. Solution to iMet Collection 2019 - FGVC6 on Kaggle
4textrank_summary_benchmark. Benchmark results for some of the TextRank variants on the summarization task
4kaggle-tf2qa. Python
4global-wheat-detection. PyTorch EfficientDet Solution for Global Wheat Detection Challenge
4RRL_PyTorch. HTML
4shap. A unified approach to explain the output of any machine learning model.
4recruit_visitor_forecasting. Solution to Recruit Restaurant Visitor Forecasting Competition
3chyrons_fetcher. Simple Python Script to download "Third Eye Data: TV News Archive chyrons"
3EfficientNet-PyTorch. A PyTorch implementation of EfficientNet
3bengali-grapheme-classification. TPU-Ready TF 2.1 Solution to Bengali.AI Handwritten Grapheme Classification
32020-taiwan-election-data. The 2020 Taiwan Presidential election and Legislative Yuan election data
3google-football-2020. Python
3aqi-bot. A minimal Telegram AQI notification bot
3kaggle-winton-2016. Sample Solution(s) to the Winton Stock Market Challenge on Kaggle
3tf-helper-bot. Python
2CartoonGan-tensorflow. Generate your own cartoon-style images with CartoonGAN (CVPR 2018), powered by TensorFlow 2.0 Alpha.
2swav. PyTorch implementation of SwAV https//arxiv.org/abs/2006.09882
2Super-SloMo. PyTorch implementation of Super SloMo by Jiang et al.
2baserec. Recommender baselines
2hr-walmart-2016. Solution to HackerRank WalmartLabs Codesprint (Machine Learning) 2016
2ceshine-hugo. Hugo-based static blog
2GoogleCodeJamSolutions. My Solutions for Google Code Jam
2what-i-did-today-telegram-bot. A telegram bot to remind you what you accomplished today
1twitter_scraping. Grab all a user's tweets (and get past 3200 limit)
1trendmicro_etf_sample_solution. Sample Solution to Taiwan ETF Price Prediction Competition
1taiwan-weekly-box-office. Weekly Box Office Results in Taiwan
1photo-deduplication-tools. Python
1chyron_analysis_R. R
1Statistics-Cheat-Sheets. Key concepts of statistics
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