Zheng (Winston) Ma
Data Scientist飘蓬随风
University of Waterloo
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
飘蓬随风
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
University of Waterloo
Data Scientist
June 19, 2026 – Present
simple_mcp
June 13, 2026 – Present
Skeleton to start implementing any MCP server in Python
View Projectdistributed_training_examples
May 23, 2026 – Present
Example for PyTorch distributed training
View ProjectOGCIL
May 20, 2026 – Present
Graph class-incremental learning (GCIL) enables graph neural networks to learn new classes over time while retaining knowledge of old ones. Codebase for MM 2025 paper Towards Effective Open-set Graph Class-incremental Learning
View Projectproteomics_agent_public
April 23, 2026 – Present
A lightweight agentic AI system for querying and summarizing local PDF.
View Projecttransformer_translate_v2
April 23, 2026 – Present
A Pytorch reimplementation of Attention is All You Need
View Projectolg_cf
September 14, 2025 – Present
Collaborative filtering based recommendation system with local LLM chatbot.
View Projectdianovo
November 23, 2024 – November 12, 2025
De no peptide sequencing algorithm for DIA mass spectrometry data.
View ProjectShared-YAML-Publications
November 15, 2024 – November 20, 2024
Shared-YAML-Publications — GitHub repository
View Projectgraphpi_protein_inference
July 7, 2024 – September 8, 2024
Protein inference algorithm based on graph neural network.
View Projectcs885_assignments
October 7, 2022 – Present
UWaterloo CS885 reinforcement learning assignments.
View ProjectCultural Fit Analysis
The candidate's project portfolio shows a strong inclination towards research-oriented and complex technical challenges, which aligns well with an innovative and problem-solving culture. The diversity of projects, from graph-based learning to reinforcement learning and LLMs, suggests adaptability and a continuous learning mindset. However, the lack of team-based or professional project descriptions makes it difficult to assess collaboration and broader cultural integration.
Soft Skills & Operational Fit
Insufficient data to assess soft skills or operational fit. The candidate's projects indicate a strong independent work ethic and initiative in exploring complex technical areas.