Machine Leaning Engineer
3 days ago
Main tasks and responsibilities
- Develop computer vision and deep learning applications related to object detection, object segmentation and activity/action detection.
- Scientific thinking and the ability to invent, implement, and lead technology developments in the field of computer vision and machine learning.
- Dedicated to delivering Machine Learning projects.
- Utilizing existing hardware and images in addition to new image data gathering techniques to produce innovative image analysis models and algorithms.
- Lead the ideation, prototyping, and development of AI software.
- Demonstrate expertise in solving computer vision problems.
- Develop deep learning and traditional machine learning algorithms.
- Design and develop scalable software architectures.
- Demonstrate ongoing understanding of Machine Learning technologies in current marketplace and how they can be applied to the business.
- Facilitate design and deployment of vision hardware equipment needed for image data gathering.
- Create and maintain data pipeline architecture for ML algorithm development.
Requirements
- MS or PhD in Computer Science, Engineering, Mathematics or Statistics, with specialization in computer vision and deep learning.
- Minimum 2 years of industrial experience in developing and deploying Computer Vision and Deep Learning applications in Production at scale.
- Experience in software development, integration with deep learning algorithms and deployment in production.
- Proficiency in scientific understanding and implementation of deep learning architectures in Computer vision (Image classification, object detection, segmentation, pose estimation) from ideation to productionized deployment.
- Software development in Python, Deep learning (Tensorflow and Pytorch), Machine Learning libraries (OpenCV, Scikit-learn, NumPy, Pandas) and Data Analytics/Reporting.
- DevOps: Code Management, Version Control, Code Review, CI/CD, Configuration Management, Monitoring, Containerization
- MLOps: Experiment Management (Model Versioning, Parameter Versioning, Model Performance Metrics), Model Integration, Serving, Deployment, Testing and Continuous Monitoring
- DataOps: Data Gathering, Annotation, Quality, Visualization, Versioning, and Engineering.
- Ability to read scientific publications, understand and implement proposed solution.
- Excellent written and spoken communication skills.
- Self-driven and strong problem-solving skills.
- Team work.
- Strong analytical skills and process focus
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