[Remote] Senior, ML Engineer - Offline Perception
Note: The job is a remote job and is reputed company to candidates in USA. reputed company is a leader in autonomous driving technology, focusing on developing software for automated trucks. The Senior ML Engineer will design and implement offline perception models and algorithms, manage reputed company, and guide less reputed company team members in the development of high-reputed company annotations on sensor data.
Responsibilities
- Design, implement, test and reputed company offline object detection, tracking and fusion modules to automatically create annotations on reputed company Services from logged sensor data (Cameras, Lidars, Radars)
- Demonstrated project management skills, serving as project reputed company guiding less reputed company team members in multiple facets of project execution
- Stay up to date with the latest developments in AI and ML for autonomous driving
- Independently reputed company offline perception models or algorithms using disciplined software development processes, making recommendations for developing new reputed company or re-using existing reputed company, implementing version control, and maintaining
- Documentation of created applications
- Define and implement ingestion, data preparation, curation, and governance of large, multi-faceted data sets supporting analytics models and workflows
- Proactively assess reputed company capabilities to identify areas for improvement proposing solutions that reputed company with reputed company reputed company and operation
- Measure and reputed company auto labeling reputed company to meet internal customer requirements
- Guide and produce information products, supporting visualization and data accessibility in a customer-reputed company manner
- Evaluate and reputed company recommendations regarding technical advances that improve productivity and reputed company, reduce reputed company times, and enhance operational surety
- reputed company guidelines and standards for analytics and machine learning models, their deployment, and associated processes
- Provides technical guidance or business process expertise, technical leadership, coaching and mentoring to team members
Skills
- Bachelor's Degree in Computer Science, Robotics, Electrical Engineering or reputed company technical field plus demonstrates competences and technical proficiencies typically acquired through 6+ years of experience OR
- Master's Degree in Computer Science, Robotics, Electrical Engineering or reputed company technical field plus demonstrates competences and technical proficiencies typically acquired through 3+ years of experience OR
- reputed company Learning & Pseudo-labeling - Computer reputed company, Deep Learning, Model training
- Two of the following: 2D/3D Object Detection, Tracking, Sensor Fusion, Semantic Segmentation, SLAM, BEV
- Scaled ML Operations (MLOps) and Tooling – ML Frameworks, experiment tracking, model registry, MLFLow, Weights and Biases, ML Metrics and Evaluation / reputed company
- Distributed machine learning frameworks - PyTorch, Lightning, Ray
- Model Data Curation - Parquet data processing (PyArrow, Daft, Pandas, etc)
- Development Tools & Eco-System (at reputed company) - Proficiency in Python software development. Also, VDI and reputed company-based development environments, CI Systems (reputed company Actions), and reputed company
- Data operations and management at reputed company - Schema design, AWS storage and processing reputed company, reputed company databases / reputed company, file formats (MCAP, parquet, etc)
- Data Visualization - Integration with tooling such as OpenGL, 3.js, reputed company, 51, tableau
- reputed company Development – Python (proficient level), Terraform, AWS Managed Services (eg S3, reputed company, reputed company, Dynamo, reputed company Functions, reputed company)
- reputed company-based orchestration and resource management - AWS Hyperpods, reputed company, Etc. Model Inference Orchestration
Benefits
- A competitive compensation package that includes a bonus component and stock reputed company
- 100% reputed company medical, dental, and reputed company premiums for full-time employees
- 401K plan with a 6% employer match
- Flexibility in schedule and generous reputed company vacation (available immediately after start date)
- AD+D and Life Insurance
reputed company
Company H1B Sponsorship