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PhD candidate. My interests are binary neural network, AI accelerator hardware & software co-design, and neural architecture search.
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Singapore University of Technology and Design
Data Scientist
June 29, 2026 – Present
distilled_q_stereospike
May 22, 2025 – September 13, 2025
distilled_q_stereospike — GitHub repository
View ProjectNAFBee
March 11, 2025 – June 3, 2025
A Benchmark for Activation Function Exploration for Neural Architecture Search (NAS)
View ProjectRBFleX-NAS
March 11, 2025 – July 12, 2025
Training-free Neural Architecture Search (NAS) Using Radial Basis Function (RBF) Kernel
View ProjectPytorch-intermediate
February 28, 2024 – February 28, 2024
Pytorch-intermediate — GitHub repository
View ProjectLAXOR
March 4, 2023 – April 7, 2025
Design Space Exploration (DSE) simulator for binary neural network accelerator
View ProjectCultural Fit Analysis
The candidate's projects are highly focused on research-oriented machine learning and deep learning, particularly in Neural Architecture Search. This aligns well with a Data Scientist role that involves R&D or advanced model development. However, the lack of diverse project types (e.g., data engineering, MLOps, business intelligence) and limited information on collaborative work might indicate a narrower scope of experience for a general Data Scientist role. The candidate's current role as 'Data Scientist' at Singapore University of Technology and Design, although current, has a future start date (2026-06-29), which is unusual and suggests a potential data entry error or a future academic appointment rather than current industry experience.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. No psychometric or English test results are available.