Job Description
You will be part of a team of deep learning experts who research, design, implement, optimize, and deploy neural networks that advance the state of the art in perception for autonomous driving.
What You’ll Do
- Perform large-scale distributed training of neural networks for autonomous driving tasks, such as object detection, depth estimation, behavior prediction, segmentation, etc.
- Participate in the complete neural network life cycle: develop a new task or neural architecture, optimize it for inference on our NN accelerator, deploy it to a development build, work with peer engineering teams to integrate it into our planning and controls stack, and validate its safety with our QA team.
- Stay abreast of advances in machine learning, particularly in the areas of object detection, depth estimation, behavior prediction, image segmentation, video networks, autoregressive networks (e.g. GPT, pixel-cnn), latency-efficient neural architectures.
What You’ll Bring
- Strong experience with Python and software engineering best practices.
- An “under the hood” knowledge of deep learning: layer details, loss functions, optimization, etc.
- Fluency with common neural network architectures for computer vision, speech, NLP, etc.
- Expertise in one of these areas: object detection, object tracking, behavior prediction, pose estimation, gesture recognition, depth estimation, semantic & instance segmentation, video networks, autoregressive networks (e.g. GPT, pixel-cnn), reinforcement learning, neural radiance fields (NeRF).
- Experience with PyTorch, or another major deep learning framework such as TensorFlow.
- Experience with data manipulation tools including jupyter notebooks, numpy, scipy, matplotlib, scikit-learn, Python & Bash scripting, Linux environment.
- (bonus) Familiarity with neural network quantization, distillation, pruning, etc.
- (bonus) Comfortable working in a shared cluster environment (e.g. Slurm, network filesystems).
- (bonus) Record of driving research projects from start to end, including conception, experimentation, iteration, and integration into a working product.
Company Info.
Tesla
Tesla, Inc., headquartered in Austin, Texas, is an American multinational corporation specializing in electric vehicle design and manufacturing, as well as the production of stationary battery energy storage solutions spanning from residential to grid-scale applications. Additionally, Tesla offers a range of solar panels, solar shingles, and complementary products and services within the clean energy sector.
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Industry
Automotive,Energy,Autonomous technology
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No. of Employees
127,000
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Location
13101 Tesla Road, Austin, TX, USA
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Website
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