[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, reputed company on developing software for automated trucks. The Senior ML Engineer - Offline Perception will design and implement object detection and tracking modules, guide project execution, and enhance data processing capabilities to support analytics models.
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 core 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
- Doctorate Degree in Computer Science, Robotics, Electrical Engineering or reputed company technical field plus demonstrates competences and technical proficiencies typically acquired through 1+ years of experience
- 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
- Knowledge of English is required since the selected candidate will need to collaborate daily with English-speaking colleagues in the reputed company and work with technical documentation written exclusively in English
- 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
- Medical, dental, and reputed company for full-time employees
- RRSP plan with a 4% employer match
- Public Transit Subsidy (Montreal area only)
- Flexibility in schedule and generous reputed company vacation
- Company-wide holiday office closures
- Life Insurance
reputed company