Minyi Ma

37 Grosvenor St, Toronto, ON M4Y 3G5 • 437-971-8166 minyi.ma@mail.utoronto.ca

Hello. I'm currently a third year student at University of Toronto studying computer science specialist and statistics major. I'm interested in software development, machine learning, data analysis area and have done several projects with my skills in Pyhton, C, Java, JavaScript, HTML&CSS, SQL and R.

Project

Bitcoin time-series prediction for auto-trading
Self Learning Project
  • Enriched and cleaned the data to a uniform format for training purposes.
  • Trained LSTM model using Keras in Python on a GPU machine, and optimized the training and validation pipeline to make the process more time and computational efficient.
  • Validated the model using customized functions for imbalanced labels and achieved 78% accuracy.
Summer 2020

Survive University Software Game Design
University of Toronto CSC207
  • Developed a game software with the theme of “Survive University” in Java using Android Studio and git as version control.
  • Completed one of three games in the software with another teammates. Wrote the game over activity and the xml independently. Implemented several design patterns such as MVP and observer.
Fall 2019

University Education Value Data Analysis
University of Toronto STAA57
  • Collected data from open databases and performed data analysis by comparing selected variables and observing the features to be concluded.
  • Visualized the data analysis results into graphs such as boxplot and histogram using R.
  • Served as the team lead, managed the group dynamics, and present in front of professors and classmates with a final grade of 100 out of 100.
Spring 2019

Full project list

Experience

Project Research Intern

Huawei
  • Worked with HR Team to clarify the requirements and translated the requirements into technical terms with meaningful data and insights.
  • Used a broad set of analytical tools and techniques to deliver quantitative and qualitative analytical results to help improve the decision-making process.
  • Collected data, developed analysis reports and provided analysis regarding talent mapping and industry
May 2020 - Aug 2020

Data Analyst Volunteer

Innovation Hub
  • Analyzed interview documents using the Dedoose data managing system
  • Extracted key words and grouped out files for analysis.
  • Cooperated with the rest of the team to produce a report of how and why the university can improve in different areas.
September 2019 - March 2020

Education

University of Toronto

Bachelor of Science
Computer Science Specialist and Statistics Major

GPA: 3.46

Estimated Graduation Time: April, 2023

September 2018 - Present

Skills

Programming Languages & Tools
  • JavaScript
  • Node.js
  • Python
  • Java
  • R
  • HTML5 & CSS3
  • npm
  • git
  • C
  • SQL

Interests

Apart from being a developer, in my spare time I also enjoy music (especially rock and classical music) and anime or movie.

Awards & Certifications

  • Dean's List 2018-2019
  • LinkedIn Pyhton Skill Assessment