T

Tesla

Makes electric cars, robotaxis and grid batteries

SI Infrastructure Engineer - Model Optimization & Deployment, Optimus

Applied Machine LearningConfirmed live in the last 24 hours
Full-timePalo Alto, CA, USANo salary listedIn-person

About the Job

Requirements

  • Strong proficiency in Python and PyTorch.
  • Experience with model optimization tools such as ONNX, TensorRT, TFLite, and TVM.
  • Experience with model inference optimization and quantization.
  • Solid understanding of containerization and orchestration using Docker and Kubernetes.
  • Familiarity with cloud platforms such as AWS, GCP, and Azure, and serverless deployments.
  • Strong grasp of software engineering principles and continuous integration and continuous delivery pipelines.
  • Experience deploying models to edge devices or mobile platforms.
  • Knowledge of data serialization formats such as Protocol Buffers and Avro.
  • Exposure to observability tools such as Prometheus and Grafana for ML monitoring.

Responsibilities

  • Optimize ML models for latency, memory usage, and inference speed.
  • Quantize, prune, and convert models for deployment on various platforms, including cloud, edge, and mobile.
  • Benchmark and profile model performance across different environments.
  • Package and deploy models as REST APIs, batch jobs, or streaming services using tools such as FastAPI, Flask, or gRPC.
  • Implement continuous integration and continuous delivery pipelines for automated testing and deployment of ML models.
  • Ensure scalability and reliability of ML services in production environments.
  • Build tools and infrastructure to improve and measure neural network architectures, visualize data, assist with exporting and deploying neural networks to Tesla's neural network chip with real-time latency constraints on Optimus, and evaluate experimental results.
  • Automate workflows for training, validation, and production of Optimus.

About the Company

Tesla

Makes electric cars, robotaxis and grid batteries

Tesla makes electric cars and batteries that store power for homes and utilities, and it develops self-driving software and humanoid robots. In 2023, its Model Y became the first electric vehicle to rank as the world's best-selling car. Buyers order the Model 3 sedan, Model Y SUV, or Cybertruck pickup directly from Tesla instead of through dealers, and they charge on its Supercharger fast-charging network. It also sells Megapack and Powerwall batteries, runs a robotaxi service, and charges drivers a monthly fee for self-driving software that still needs their supervision. Tesla was founded in 2003, with Elon Musk as its lead early investor and a recognized co-founder, and it is based in Austin, Texas.

Company size
10,001+
Company stage
IPO
Headquarters
Austin, TX
Founded
2003

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