Zhilan Wang
MCDS @ CMU SCS
- Role
- Software Engineer at Cadence
- Location
- Pittsburgh, PA, US
- LinkedIn followers
- 500 followers
About Zhilan Wang
I\'m currently pursuing my Master\'s in Computational Data Science at Carnegie Mellon University under School of Computer Science. I plan to leverage my coursework and hands-on research experiences in machine learning and data analytics to secure a summer internship in 2025.
Experience
Software Engineer
May 2025 — Present · San Jose, CA, US
Developed an optimized Isolation Forest outlier detection model, added DFT test cases and wiki documentation, reducing runtime overhead by 20% compared to the original model without loss of accuracy• Implemented stratified sampling strategies for high-dimensional, imbalanced datasets by detecting underrepresented blocks and features using z-score analysis• Analyzed performance of different sampling strategies, including clustering-based methods (DBSCAN, K-means) and binned sampling using detected distinct features• Developed physics-informed deep learning to enforce physical symmetries under layer/feature swaps and output monotonicity
Education
Carnegie Mellon University
Master of Science - MS
2024 — 2025
University of Illinois Urbana-Champaign
Bachelor of Applied Science - BASc
2020 — 2024
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