Cheng Tianyi
Summary
Strong interest in data science and programming. Excel at building statistical models using advanced machine learning tools to gain actionable insights from large structured and unstructured data sets. Manipulate large amounts of data with low runtime complexity and generate concise code in limited time. Strengths: Enthusiasm, quick learning ability, strong sense of responsibility, strong team spirit, like mountain climbing and other outdoor projects.
Overview
5
5
years of professional experience
Work History
Peer Tutor
Principle & Application Of Sensor
08.2018 - 12.2018
- Designed interactive learning programs and customized assessment strategies.
- Collected feedback and assisted professors in adjusting teaching methods to meet course objectives and students' needs.
Project Intern
Five Pipelined CPU Design For FPGA-based Systems
09.2019 - 05.2020
- Developed a five-stage MIPS pipeline, handling instruction fetch, decode, execute, memory access, and write-back. Conducted simulations and debugging, achieving a functional implementation through comprehensive component analysis and timing optimization.
- Implemented the design using Verilog HDL, with the pipeline CPU debugging carried out through Quartus II software, demonstrating the effectiveness of the designed pipeline CPU.
Project Intern
Dynamic Demand Forecasting For Urban Mobility
08.2023 - 11.2023
- Applied machine learning techniques to process and analyze large-scale traffic data within an urban mobility forecasting project.
- Developed predictive models to accurately forecast traffic volumes and passenger demands, providing data support for urban planning.
Education
M.D. - Computational Science
National University of Singapore
06.2025
Bachelor of Engineering - Internet of Things Engineering
Harbin Normal University
07.2020
Skills
- Database (PostgreSQL,Oracle,MSSQL)
- Machine Learning (TensorFlow,PyTorch)
- Large Language Models
- Data Collection
- Big Data Systems (Hadoop,Spark,Hive,Presto)
- Recordkeeping Requirements
Timeline
Project Intern
Dynamic Demand Forecasting For Urban Mobility
08.2023 - 11.2023
Project Intern
Five Pipelined CPU Design For FPGA-based Systems
09.2019 - 05.2020
Peer Tutor
Principle & Application Of Sensor
08.2018 - 12.2018
M.D. - Computational Science
National University of Singapore
Bachelor of Engineering - Internet of Things Engineering
Harbin Normal University
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