Liheng Guo
Software Engineer @Zoox
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WORK HISTORY
Software Engineer @Zoox
Foster City, CA, US
Autonomy Software
EDUCATION
The Johns Hopkins University
Master's Degree, Biomedical Engineering
Duke University
Bachelor’s Degree, Biomedical Engineering
The Johns Hopkins University
Doctor of Philosophy (Ph.D.), Biomedical Engineering
SKILLS
ABOUT LIHENG GUO
7-year end-to-end experience: from large-scale cloud infra data to hardware-specific raw data and robotics; from data pipelines and dashboards to analytics and machine learning.• Large-scale cloud infrastructure data science: databases, pipelining, metric creation, usage and efficiency measurement, resource accounting, root cause analysis, and machine learning modeling.• Hardware/physics-specific data science: low-level acquisition of high-throughput joint multimedia data (signals, videos, motion, etc), ML modeling, and applications.• Demonstrated track record of helping product teams, engineers, and stakeholders create metrics and the associated anomaly detection, attribution, forecasting, and ML systems.Skills:• Programming: Python, SQLs (Presto, MySQL, PostgreSQL), C/C++• Packages/Framworks: Pandas, NumPy, Scikit-learn, Tensorflow, Matplotlib / Plotly / Seaborn visualizations• Machine Learning Algorithms: Regression models, Decision trees, SVM, Clustering, Neural Networks• Cloud & Infra: Infrastructure as a Service (IaaS), Infra resource accounting and power management, Cloud-scale fleet performance & efficiency measurement, Data Pipelining, CI/CD• Signal processing, computer vision, optimization, compressed sensing, sparsity-based undersampled signal recovery• Firmware programming, real-time and event-driven programming, sensors & data acquisition, actuation, robotics, LabVIEW
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