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Pony.ai

(Senior) Software Engineer (Deep Learning)

Posted Updated
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Description

  • Work with experts in the field of self-driving vehicles on software architecture and design, system and module design, evaluation metrics, specification and implementation of test and regression frameworks
  • Design and develop large-scale foundation models trained on vast of real world data
  • Frame the open-ended real-world problems into well-defined ML problems; develop and apply cutting-edge ML approaches (deep learning, reinforcement learning, imitation learning, etc) to these problems; scale them to data pipelines; and streamline them to run in real-time on the cars
  • Develop and deploy deep learning models, including vision language models (VLMs) and Large Language Models (LLMs)
  • Optimize deep learning models to run robustly under tight run-time constraints

Benefits

  • Comprehensive medical, dental, and vision insurance
  • Generous PTO and paid holidays
  • Daily meals and bi-weekly happy hours
  • Equity opportunity
  • Retirement plans
  • Frequent tech talks
  • Experience in applied machine learning including data collection and analysis, evaluation and feature engineering
  • Expertise in C++/Python
  • Master in Computer Science, or at least 2 years of equivalent industry experience in similar technical fields
  • Solid understanding of data structures, algorithms, parallel computing, code optimization and large scale data processing
  • Strong communication skills and team spirit
  • PhD in Deep Learning, Machine Learning, Robotics, Natural Language Processing, or similar technical field of study
  • Publications on top-tier conferences like CVPR/ICCV/ECCV/ICLR/ICML/NeurIPS/ICLR/AAAI/IJCV/PAMI
  • Experience in applying ML/DL for behavior prediction, imitation learning, motion planning
  • Experience in deploying deep learning algorithms for real time applications, with limited computing resources
  • Experience in GPU/CUDA/TensorRT
  • Experience in convex optimization, computational geometry or linear algebra

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