Hi I'm Issac 👋

Machine Learning engineer with 3 year experience in Computer Vision, Graph, NLP, etc. I am passionate about data science and machine learning, like to explore new deep learning models, currently looking for opportunities in Toronto.

Computer Vision

• Semantic Segmentation with Hugging Face SegFormer, PyTorch and Segments.ai
  • Use Case: Cartridge Case Images Segmentation
• 3D Human Part Segmentation with Point Transformer

Natural Language Processing

• AWS Lambda RAG serverless function with OpenAI API, Pinecone vector database and Docker
• Sentence/Name matching with pre-trained Sentence Transformer and Docker
• OpenTable Reviews Classification with BERT and Transfer Learning
  • Data collection and explanation

Financial Analytics

• Anti Money Laundering Detection with Graph Attention Network
  • Data analysis and exploration
• House loan repayment prediction with XGBoost and MLP
• Credit risk prediction with CatBoostClassifier

Graph Neural Network

• Anti Money Laundering Detection with Graph Attention Network

Time Series Forecasting

• Power consumption pattern recognition
  • Data analysis and exploration

Data Collection

• OpenTable Reviews Collection with Web Scraping

3D Deep Learning Tools

• Mesh processing algorithms for mesh simplification, rigid transform and format transform
• Point cloud annotation with PCD data for machine learning