Deron Kao

SOFTWARE ENGINEER
[email protected]

Education

NATIONAL CHIAO TUNG UNIVERSITY, MASTER OF COMPUTER SCIENCE, 2018 ~ 2020

NATIONAL TAIWAN NORMAL UNIVERSITY, BACHELOR OF MATHEMATICS, 2010 ~ 2014

Work experience

NCTU, Teaching assistant of Operating system, Feb 2019 ~ Jan 2020

Design and grade the programming assignments.

陽明資訊, SOFTWARE ENGINEER, Jan 2016 ~ Dec 2017

Design the medical enterprise resource planning system for local hospitals to handle their routine operation.

Thesis

  • Using CNN-based models to forecast the median of the future closing price of TAIEX.
  • Using Gramian Angular Field to encode time series data into images.
  • Propose corresponding trading strategies for the trading simulation with high incomes.
  • Build a pipeline to extract, transform and load the data. 
  • Build a web service based on the result of my thesis.

Skill


Python

  • Django
  • Pytorch, Numpy, Pandas, Sci-kit learn
  • web crawler
  • websocket
  • Image processing with OpenCV, PIL
  • Video streaming


C++

  • Inter Process Communication(pipe, shared memory, file, etc)
  • SOCK4 firewall
  • HTTP server which accepts TCP connection
  • Multi-client server


Data science

  • Regression: Linear regression, logistic regression
  • Classification: Naive Bayes classifier, EM algorithm, SVM
  • Clustering: K-mean, kernel K-means, spectral clustering and DBSCAN.
  • Dimension reduction: PCA, LDA and T-SNE.
  • XGBoost
  • CNN models to predict the stock prices.
  • Using Yolo v3 to detect the license plate


Others

  • Build a Hadoop distributed file system on Amazon Web service.
  • Build the Linda system by using OpenMP and Apache ActiveMQ.
  • Experience on PostgresSQL, SQLite, Oracle database and HTML.
  • Experience on docker.

Powered by CakeResumePowered by CakeResume