דרושים » תוכנה » Sr. Deep Learning Engineer, Perception

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Location: Haifa
Job Type: Full Time
We are looking for a capable and experienced Sr. Deep Learning Engineer to join our R&D team. The engineer will work on devising, developing, and integrating novel deep vision-based Perception algorithms at the heart of our autonomous driving system, with a particular focus on object detection and tracking. This is an opportunity to work on cutting-edge deep vision methods, develop and innovate new ideas, and see them deployed on the road in our autonomous vehicles. Responsibilities:
* Work closely with deep learning engineers and tech leaders across the company, demonstrating flexibility and effective communication in a global, multi-time-zone environment.
* Supervise complex data pipelines, from the collection stage, through annotation, to models training.
* Design and optimize deep neural networks, involving innovative feature engineering.
* Take an End-to End responsibility over medium to long-term projects.
* See projects through from research to deployment.
* Devise and implement performance metrics.
* Communicate, present and visualize results.
* Align the algorithms with the product needs.
Requirements:
* M.Sc. or equivalent work track experience in CS, EE, Physics, or other quantitative field from a leading university. Ph.D. Advantage.
* A proven track record of at least 3 years hands-on experience in developing deep learning algorithms.
* Experience and knowledge in computer vision and image processing algorithms, including object detection, classification and semantic segmentation.
* In-depth, hands-on knowledge of deep learning fundamentals.
* Hands-on experience with deep learning frameworks such as PyTorch.
* Strong mathematical aptitude, with emphasis on probability, vector algebra, and geometry.
* Proficiency in Python programming.
* Experience in conducting long-term development and/or research projects, in either academia or industry.
* Proficiency in English, both written and spoken.
* Team player fosters a positive and cooperative work environment by maintaining strong collaboration within the team and building productive relationships with other teams across the company.
*  Availability for a full-time position from Imagrys office HQ in Haifa. Skills that are considered an advantage: Publications in top-tier journals or conferences on algorithms, computer vision, or deep learning Basic proficiency in C ++ Experience with Linux Source control with git.
This position is open to all candidates.
 
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חברה חסויה
Location: Haifa
Job Type: Full Time
Role Description:
Develop and implement deep learning models for autonomous vehicle motion planning, utilizing expert demonstrations. You will design, evaluate, and optimize Machine Learning models for safe and efficient real-world navigation.
Responsibilities:
* Implement, train, evaluate, and deploy deep learning models for autonomous vehicle motion planning.
* Optimize and TEST Real-Time motion planning algorithms.
* Design, conduct, and analyze experiments for both novel approaches and performance improvements.
* Process large datasets, both structured and unstructured.
* Staying up to date with relevant research and projects.
Requirements:
* Bachelor's degree or higher in Computer Science or other engineering field.
* Strong foundation in Machine Learning principles and deep learning techniques.
* Familiarity with motion planning algorithms.
* Proficiency in Python and experience with deep learning frameworks such as PyTorch.
* Comfortable working in Linux environment.
* Strong problem-solving and analytical skills.
* Ability to quickly learn and adapt to new technologies and research findings.
* Comfortable working with large datasets.
* Excellent communication and teamwork skills. Preferred Skills and Qualifications:
* Experience with imitation learning or reinforcement learning.
* Experience developing in C ++ / CUDA for Real-Time systems.
* Familiar with the autonomous-vehicle domain.
This position is open to all candidates.
 
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