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Jupyter notebook that demonstrates how to make a recommender system with courses in Chulalongkorn unversity
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chula-course-recommender-proof-of-concept's Introduction
Hi, I am Norapat Buppodom
Thank you JoJoGan for the image
๐ซ Science major at Satit Prasarnmit Demonstration School (Secondary) G57 & G58, 2011-2018
๐จ๐ณ Exchange student at Jiujiang Foreign Language School, AFS54, 2014-2015
๐ Communication and Information Engineering (ICE) student at Chulalongkorn university
๐ I speak Thai ๐น๐ญ (Native), English ๓ ง๓ ข๓ ฅ๓ ฎ๓ ง๓ ฟ๐ฌ๐ง (Working proficiency), and Chinese ๐จ๐ณ (Conversational)
๐ฉ I love traveling. One of my dreams is to travel to every Continent
๐ I also love reading books, Here is my Goodreads account
You can contact me on
โญ Click Me โญ
My Machine Learning experiences
โญ Click Me โญ
Topic
Dataset
Description
Year
Code
๐
ต Font Classification
Thai Fonts (Private)
Fine-tuned multi-task ResNet50, EfficientNetV2, and Vision Transformer models to classify Thai fonts
2022
Coming soon
๐ฅ Image Classification
Thai Foods (Private)
Trained Triplet model based on EfficientNet to create Thai Food images' embedding vector
2022
Coming soon
๐ Price Prediction
House Images (Private)
Using AutoGluon and fastai to predict houses price
2022
Coming soon
๐ข Handwritten Digit Recognition
Mobile camera captured handwritten digit images (Private)
Fine-tuned TrOCR (BEiT + RoBERTa) model to detect handwritten digit
2021
Project Repo
๐ท 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
๐ง 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
๐ Machine Translation
Thai - English (OPUS + Private)
Fine-tuned transformer-align to translate Thai - English using Huggingface's Transformers
2022
Coming soon
๐ฝ 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
๐คทโโ๏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
๐ 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
๐ถโ๐ซ๏ธ EEG Brain wave classification
OpenBMI
Trained EEGNet, DeepCovNet, and Custom 1DCNN architecture to classify motor events from brain wave
2022
Coming soon
๐ญ Predictive Maintenance
Accelerometer Data (Private)
Utilized Explainable AI (Integrated gradients) to interpret DeepCovNet prediction of faulty motors
2022
Coming soon
๐ 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
๐ Deep Learning Model Deployment
-
Deployed RoBERTa and CNN model using ONNX, Quantization, and Triton Inference server
2022
Coming soon
๐ AB Testing
CU GetReg Click Stream data (Private)
Created a successful experiment between Random and Cosine variants of recommender systems
2022
CU GetReg website
๐ฎ 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
Frontend Engineer: LINE MAN Wongnai
Data Scientist: Agoda
ย ย
chula-course-recommender-proof-of-concept's People
Contributors
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