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(Senior) Software Engineer (Deep Learning)
Pony.ai · Fremont, CA, United States
About The Role
Join our team as a (Senior) Software Engineer specializing in Deep Learning. You will work with experts in self-driving vehicles, focusing on software architecture, design, and the development of large-scale foundation models. Your role will involve framing real-world problems into well-defined ML problems, applying cutting-edge ML approaches, and optimizing deep learning models for real-time applications. You will also benefit from comprehensive medical, dental, and vision insurance, generous PTO, daily meals, equity opportunities, retirement plans, and frequent tech talks.
- Collaborer avec des experts en véhicules autonomes pour concevoir et mettre en œuvre des architectures logicielles.
- Concevoir et développer des modèles de fondation à grande échelle, en les adaptant à des problèmes réels.
- Développer et déployer des modèles d'apprentissage profond, y compris des modèles de langage vision (VLM) et des modèles de langage large (LLM).
- Master in Computer Science, or at least 2 years of equivalent industry experience in similar technical fields
- Experience in applied machine learning including data collection and analysis, evaluation and feature engineering
- Expertise in C++/Python
- Solid understanding of data structures, algorithms, parallel computing, code optimization and large scale data processing
- Strong communication skills and team spirit
- Experience in deploying deep learning algorithms for real time applications, with limited computing resources
- PhD in Deep Learning, Machine Learning, Robotics, Natural Language Processing, or similar technical field of study
- Experience in applying ML/DL for behavior prediction, imitation learning, motion planning
- Experience in convex optimization, computational geometry or linear algebra
- Experience in GPU/CUDA/TensorRT
- Publications on top-tier conferences like CVPR/ICCV/ECCV/ICLR/ICML/NeurIPS/ICLR/AAAI/IJCV/PAMI
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