- 🏫 Science major at Satit Prasarnmit Demonstration School (Secondary) G57 & G58, 2011-2018
- 🇨🇳 Exchange student at Jiujiang Foreign Language School, AFS54, 2014-2015
- 🎓 Communication and Information Engineering (ICE) student at Chulalongkorn university
- 🎙 I speak Thai 🇹🇭 (Native), English 🇬🇧 (Working proficiency), and Chinese 🇨🇳 (Conversational)
- 🛩 I love traveling. One of my dreams is to travel to every Continent
- 📚 I also love reading books, Here is my Goodreads account
⭕ Click Me ⭕
⭕ Click Me ⭕
Topic | Dataset | Description | Year | Code |
---|---|---|---|---|
🅵 Font Classification | Thai Fonts (Private) | Fine-tuned multi-task ResNet50, EfficientNetV2, and Vision Transformer models to classify Thai fonts | 2022 | Coming soon |
🥘 Image Classification | Thai Foods (Private) | Trained Triplet model based on EfficientNet to create Thai Food images' embedding vector | 2022 | Coming soon |
🏠 Price Prediction | House Images (Private) | Using AutoGluon and fastai to predict houses price | 2022 | Coming soon |
🔢 Handwritten Digit Recognition | Mobile camera captured handwritten digit images (Private) | Fine-tuned TrOCR (BEiT + RoBERTa) model to detect handwritten digit | 2021 | Project Repo |
📷 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 |
🧠 Image Classification | Intracranial Hemorrhage MRI Images(Private) | Trained ResNet50 and ResNext to detect Intracranial Hemorrhage symptoms | 2020 | Private |
Topic | Dataset | Description | Year | Code |
---|---|---|---|---|
🌍 Machine Translation | Thai - English (OPUS + Private) | Fine-tuned transformer-align to translate Thai - English using Huggingface's Transformers | 2022 | Coming soon |
🗽 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 |
🤷♀️ Text Classification | Chula courses description | Trained LSTM, TFIDF-SVM, Thai2Fit-SVM and, WangchanBERTa to classify Chula course faculty from its description | 2021 | Demo Repo |
📚 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 |
Topic | Dataset | Description | Year | Code |
---|---|---|---|---|
😶🌫️ EEG Brain wave classification | OpenBMI | Trained EEGNet, DeepCovNet, and Custom 1DCNN architecture to classify motor events from brain wave | 2022 | Coming soon |
🏭 Predictive Maintenance | Accelerometer Data (Private) | Utilized Explainable AI (Integrated gradients) to interpret DeepCovNet prediction of faulty motors | 2022 | Coming soon |
📈 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 |
Topic | Dataset | Description | Year | Code |
---|---|---|---|---|
🚀 Deep Learning Model Deployment | - | Deployed RoBERTa and CNN model using ONNX, Quantization, and Triton Inference server | 2022 | Coming soon |
🆎 AB Testing | CU GetReg Click Stream data (Private) | Created a successful experiment between Random and Cosine variants of recommender systems | 2022 | CU GetReg website |
🎮 Recommender System | CU GetReg Click Stream data (Private) | Created courses recommender system based on users' add course history | 2021 | CU GetReg website, Deployment repo |
⭕ Click Me ⭕
- 🧑💻 Frontend developer of Bangkok Javascript 1.0.0 companion web app
- 📖 Frontend developer of Open Registration website
- 🦠 Backend developer of Covid Self Check Application (เพื่อนช่วยเช็ค)
- 📚 Frontend developer of CU Getreg website
- 🩸 Lead Frontend Developer of CU Blood 2018 website
- 🌍 Full stack developer and ML Engineer of CU Onepass project