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Ronald Nap

Intern Machine Learning & AI Engineer specializing in computer vision and ML systems

AMDUC BerkeleySan Jose, CA2 Years ExperienceIntern LevelWorks On-Site

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About

Robotics/ML engineer with internship experience at Valeo building a deep-learning prototype to replace parts of a legacy SLAM backend for autonomous parking, focused on making models run reliably in real time on embedded hardware (quantization/distillation + TensorRT). Also brings strong MLOps/deployment experience (Docker, Kubernetes on AWS EKS, CI via GitHub Actions) and has supported patent filing by explaining the technical approach to legal stakeholders.

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Key Strengths

  • Optimized deep learning models for embedded real-time robotics using quantization/distillation and TensorRT
  • Systematic SLAM debugging using recorded run replay, intermediate-signal logging, and root-cause isolation
  • Improved robustness in challenging conditions (low light, motion blur, repetitive textures) via guardrails and threshold tuning
  • Regression validation across scenarios to prevent fixes from breaking other behaviors
  • Production-oriented deployment experience: containerized ML services and deployed on Kubernetes (AWS EKS) with autoscaling and performance testing
  • Built CI regression pipelines with GitHub Actions to protect internal tooling workflows
  • Able to communicate complex technical ideas cross-functionally (supported patent process with legal team)

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Experience

AI Software Engineer InternAdvanced Micro Devices, Inc. (AMD) · May 2025 – Aug 2025internship
Machine Learning Software Engineer InternValeo · Jul 2024 – May 2025internship
Computer Vision ResearcherComputational Optimization Group · Feb 2023 – May 2024
Data Science InternLawrence Livermore National Laboratory (LLNL) · Jul 2023 – Aug 2023internship
Machine Learning ResearcherNational Science Foundation (NSF REU) · Jun 2023 – Aug 2023

Education

UC Berkeleymaster, Data Science (2026)
UC Mercedbachelor, Applied Math (2024)

Awards

  • Outstanding Undergraduate Award - University of California, Merced
  • Best Poster nomination - NSF REU summer research symposium

Languages

English

Publications

1 publication

Medical imagingComputer visionMachine learning evaluation pipelines

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Typically responds within 24 hours

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Ronald NapIntern Machine Learning & AI Engineer specializing in computer vision and ML systems