Yu

University of Sydeny

Yu Peng

彭宇

MPhil Student in Computer Science

Yu Peng

About

I am a Master of Philosophy student at the Department of Computer Science, University of Sydney, advised by Prof. Josiah Poon and Prof. Matloob Khushi. My research focuses on Time Series Forecasting, Quantitative Finance and AI for Finance.

Prior to that, I worked as a research analyst at Xiao Jing's financial consulting firm, which has a McKinsey background, for two years, and then worked at Junyi Fund for two years in investment, managing assets up to 278 million RMB.

I am currently a Micro-Master's student in Statistics and Data Science at MIT.

Research Interests

  • Time Series Forecasting
  • AI for Finance
  • Machine Learning
  • Large Language Models

News

2026-02

One paper is currently under review at SIGKDD 2026! 🎉

2026-01

Completed the WORLDQUANT University Applied Data Science Lab project.

2025-10

Completed the JPMorgan quantitative research project.

Education

University of Sydney

University of Sydney

MPhil. in Computer Science

Advisor: Prof. Josiah Poon and Prof. Matloob Khushi

GPA: 92/100

2025 – Present
Massachusetts Institute of Technology (MIT)

Massachusetts Institute of Technology (MIT)

MicroMasters in Statistics and Data Science

Advisor: Prof. John Tsitsikilis, Prof. Patrick Jaillet, Prof. Dimitri Bertsekas, Prof. Philippe Rigollet

2026 – Present
University of New South Wales, Sydney

University of New South Wales, Sydney

Master of Information Technology in AI and Data Science

Grade: 82/100 D. /Computer Networks: 86 HD; /Deep Learning and Neural Networks: 78 D

2025.02 – 2025.06
Chongqing University of Posts and Telecommunications

Chongqing University of Posts and Telecommunications

Bachelor's Degree of Communication Engineering

2015 – 2019

Experience

Beijing Junyi Private Equity Fund Management Co., Ltd.

Beijing Junyi Private Equity Fund Management Co., Ltd.

Researcher / Investment Manager

2021.06 – 2024.01

Managed 17 products (maximum assets under management of 278 million CNY). Generated total investment returns of 16.204126 million CNY for the company.

Knowledge Society Management Consulting (Beijing) Co., Ltd.

Knowledge Society Management Consulting (Beijing) Co., Ltd.

Research Analyst

2019.10 – 2021.06

The founder from McKinsey & Company, ranning a financial consultant and a WeChat Social Media with 300,000 followers. My research covers domestic and international macroeconomic and commodity industry information and data, providing investment research analysis to members (individuals & institutions). During the work period, I produced over 400 daily macro reports and over 50 weekly analysis reports, generating revenue of 2.4 million CNY.

Publications

An Effective Cryptocurrency Price Forecasting Model

SIGKDD 2026

Yu Peng, Josiah Poon, Matloob Khushi

Projects

WORLDQUANT Applied Data Science Lab

WORLDQUANT Applied Data Science Lab

I have completed eight end-to-end, applied data science projects. In each project, you've explored and cleaned data, created functions and ETL pipelines to prepare training sets, built machine learning models for supervised and unsupervised learning tasks, and created visualizations to explain data characteristics and model predictions for non-technical audiences.

Applied Data ScienceTime SeriesSQL databaseMachine Learning
JPMorgan Chase & Co. Quantitative Research Experience Program

JPMorgan Chase & Co. Quantitative Research Experience Program

1. Completed a simulation focused on quantitative research methods

2. Analyzed a book of loans to estimate a customer's probability of default

3. Used dynamic programming to convert FICO scores into categorical data to predict defaults

FinanceData ScienceQuantitative Research

Skills

Programming

Python

ML / AI

PyTorchTransformersscikit-learn

Applied Data Science

Python/pandasMongoDBSQL databaseInteractive Dash web appA/B testing

Awards & Honors

2025

The 6th Susquehanna Algorithmic Trading Competition (54/300)

Susquehanna & UNSW Fintech

2023

The 2nd “Qianlong Cup” Private Equity Investment Competition:6th place in the year/2nd place in the month in 4000 products

CITIC Capital

2023

The Third “ShenChengLunJian” Competition: Annual Outstanding Private Placement Product Award

XinHu Futures

2023

Discovery Cup Internet Marketing Competition Second Prize in Western Region

Ministry of Industry and Information Technology Education and Examination Center

2014

All-Round Excellence Student at the district level in Tianjin (Top 1%, 3/270)

Tianjin Municipal Education Department