Posted : Sunday, January 14, 2024 07:53 PM
What to Expect
As a Sotware Engineer on our Autopilot ML Infrastructure team, you will help reinforce, optimize, and scale our neural network training & auto-labeling infrastructure and framework both for Autopilot and the Tesla Bot.
What You’ll Do
Scale up and reduce wall-clock time of our training jobs by stabily scaling to thousands of gpus.
Implemented the latest machine learning systems research in training and its efficiency.
Profile our workloads and implement solutions to increase training efficiency.
Identify and eliminate bottlenecks in the ML stack, from data-loading up to the GPU.
Optimizing for efficient hardware utilization (e.
g.
CPU and GPU compute, data throughput, networking).
What You’ll Bring
Experience programming in Python.
Experience with at least one deep learning framework (ideally in PyTorch).
Demonstrated experience in profiling CPU/GPU code.
Proficient in system-level software, in particular hardware-software interactions and resource utilization.
Optional: Experience with high-performance networking (e.
g.
Infiniband, RDMA, NCCL).
Optional: Experience programming in C/C++ and CUDA.
• Phone : NA
• Location : Palo Alto, CA
• Post ID: 9003032855
Posted : Wednesday, September 04, 2024
Posted : Wednesday, September 04, 2024
Posted : Tuesday, September 03, 2024
Posted : Wednesday, September 04, 2024
Posted : Wednesday, September 04, 2024