Senior Algorithm Engineer, Deep Learning & Vision
Socket.dev3 months ago
San Francisco, CA, United States
Hybrid
Full-time
Junior Level (1-3 years)
Job Description
Company Introduction
At Bot Auto, we are revolutionizing the transportation of goods with our cutting-edge autonomous trucks, enhancing the quality of life for communities around the globe. With the agility of a start-up and the wisdom of seasoned experts, Bot Auto boasts a team that has achieved numerous world-firsts and unparalleled innovations. United by a shared vision, we create miracles and propel the future of transportation. Join us and transform your dreams into reality.
Key Responsibilities
- Explore and propose new ideas using your knowledge and experience in deep learning, neural networks and large foundation models in autonomous driving including: end-to-end object detection, tracking and prediction, end-to-end planning and control, and end-to-end autonomous driving system, end-to-end online mapping. SLAM in localization and etc.
- Work on the entire life cycle of machine learning projects from data analysis, model experimentations to performance metrics verifications, and understand the entire workflow in great detail.
- Be exposed to many cross-team projects and collaborate with the product, simulation and other sibling autonomous driving algorithm teams to extend machine learning technology to all components.
Qualifications
Required:
- Have an advanced degree (Ph.D or Master’s) in related fields of study: computer science, computer engineering, robotics, mathematics, physics, and etc.
- Have in-depth knowledge and extensive experience in machine learning, and/or computer vision, modern transformer architecture, and employ SOTA techniques of machine learning.
- Be familiar with PyTorch, TensorFlow and other machine learning platforms and tools.
- Have strong motivation to work independently in a fast paced environment while collaborating with other teams on more complex and larger projects.
Preferred:
- Have a proven track record of research publications in top conferences and/or journals as the first author.
- Have knowledge and experience of generative models, model distillation, or model inference acceleration (e.g. TensorRT) techniques.
Required Skills
Model Inference Acceleration
PyTorch
Machine Learning
Tracking and Prediction
Model Distillation
SLAM
Research Publications
Autonomous Driving
Object Detection
Neural Networks
TensorFlow
Planning and Control
Deep Learning
Large Foundation Models
Computer Vision
Transformer Architecture
Online Mapping