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Hi, I am Norapat Buppodom

Thank you JoJoGan for the image Hugging Face Spaces

About me

  • ๐Ÿซ Science major at Satit Prasarnmit Demonstration School (Secondary) G57 & G58, 2011-2018
  • ๐Ÿ‡จ๐Ÿ‡ณ Exchange student at Jiujiang Foreign Language School, AFS54, 2014-2015
  • ๐ŸŽ“ Communication and Information Engineering (ICE) student at Chulalongkorn university
  • ๐ŸŽ™ I speak Thai ๐Ÿ‡น๐Ÿ‡ญ (Native), English ๓ ง๓ ข๓ ฅ๓ ฎ๓ ง๓ ฟ๐Ÿ‡ฌ๐Ÿ‡ง (Working proficiency), and Chinese ๐Ÿ‡จ๐Ÿ‡ณ (Conversational)
  • ๐Ÿ›ฉ I love traveling. One of my dreams is to travel to every Continent
  • ๐Ÿ“š I also love reading books, Here is my Goodreads account

You can contact me on LinkedIn

Skills and Tools

โญ• Click Me โญ•

Programming languages

Python TypeScript JavaScript Go Java

Frontend Development

React Next JS Vue.js Angular Svelte

Backend Develpment

Express.js Firebase FastAPI

Machine Learning

Keras TensorFlow PyTorch scikit-learn

Data Science

Pandas NumPy Plotly

My Machine Learning experiences

โญ• Click Me โญ•

Computer Vision

Topic Dataset Description Year Code
๐Ÿ…ต Font Classification Thai Fonts (Private) Fine-tuned multi-task ResNet50, EfficientNetV2, and Vision Transformer models to classify Thai fonts 2022 Coming soon
๐Ÿฅ˜ Image Classification Thai Foods (Private) Trained Triplet model based on EfficientNet to create Thai Food images' embedding vector 2022 Coming soon
๐Ÿ  Price Prediction House Images (Private) Using AutoGluon and fastai to predict houses price 2022 Coming soon
๐Ÿ”ข Handwritten Digit Recognition Mobile camera captured handwritten digit images (Private) Fine-tuned TrOCR (BEiT + RoBERTa) model to detect handwritten digit 2021 Project Repo
๐Ÿ“ท Object Detection Underwater Object (Private) Fine-tuned YoloV5 and EfficientDet to classify Underwater objects in TensorFlow Lite and Pytorch and deployed to FastAPI 2021 Project Repo
๐Ÿง  Image Classification Intracranial Hemorrhage MRI Images(Private) Trained ResNet50 and ResNext to detect Intracranial Hemorrhage symptoms 2020 Private

Natural Language Processing

Topic Dataset Description Year Code
๐ŸŒ Machine Translation Thai - English (OPUS + Private) Fine-tuned transformer-align to translate Thai - English using Huggingface's Transformers 2022 Coming soon
๐Ÿ—ฝ Named-entity Recognition LST20 + Private dataset Fine-tuned WangchanBERTa model for NER task and deployed to Nvidia Triton inference server in ONNX format 2022 Coming soon
๐Ÿคทโ€โ™€๏ธ Text Classification Chula courses description Trained LSTM, TFIDF-SVM, Thai2Fit-SVM and, WangchanBERTa to classify Chula course faculty from its description 2021 Demo Repo
๐Ÿ“š Semantic textual similarity Chula courses description Utilized Sentence Transformers to fine-tune SimCSE, WangchanBERTa, XLM-RoBERTa to calculate cosine similarity of courses in Chulalongkorn University from its Thai description 2021 Demo Repo

Time series

Topic Dataset Description Year Code
๐Ÿ˜ถโ€๐ŸŒซ๏ธ EEG Brain wave classification OpenBMI Trained EEGNet, DeepCovNet, and Custom 1DCNN architecture to classify motor events from brain wave 2022 Coming soon
๐Ÿญ Predictive Maintenance Accelerometer Data (Private) Utilized Explainable AI (Integrated gradients) to interpret DeepCovNet prediction of faulty motors 2022 Coming soon
๐Ÿ“ˆ Stock Price Action Classification Thai Stocks OHLC (Chaloke) Trained Random Forest, SVM, and LSTM to classify stock pattern based on its OHLC data 2021 Amibroker deployment

Others

Topic Dataset Description Year Code
๐Ÿš€ Deep Learning Model Deployment - Deployed RoBERTa and CNN model using ONNX, Quantization, and Triton Inference server 2022 Coming soon
๐Ÿ†Ž AB Testing CU GetReg Click Stream data (Private) Created a successful experiment between Random and Cosine variants of recommender systems 2022 CU GetReg website
๐ŸŽฎ Recommender System CU GetReg Click Stream data (Private) Created courses recommender system based on users' add course history 2021 CU GetReg website, Deployment repo

My Software Development experiences

โญ• Click Me โญ•

Internships

  • Frontend Engineer: LINE MAN Wongnai
  • Data Scientist: Agoda

Status

Norapat's github statsย ย Top Langs

Profile view

Norapat Buppodom's Projects

bert-for-inference icon bert-for-inference

A small repo showing how to easily use BERT (or other transformers) for inference

chula-util icon chula-util

Collection of essential functions for developers in Chulalongkorn University, Written in Typescript

comet icon comet

A Neural Framework for MT Evaluation

deeperspeed icon deeperspeed

DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

easyocr icon easyocr

Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.

evidently icon evidently

Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b

hacktoberfest-museum icon hacktoberfest-museum

Gallery of awesome Hacktoberfest projects made in Thailand. Part of the Hacktoberfest Thailand 2022 event.

lekcut icon lekcut

LEKCut (เน€เธฅเน‡เธ เธ„เธฑเธ”) is a Thai tokenization library that ports the deep learning model to the onnx model.

nanot5 icon nanot5

Fast & Simple repository for pre-training and fine-tuning T5-style models

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