Algorithms Researcher – Reinforcement Learning

Job description

The Land division of Elbit Systems provides integrated solutions to the defense sector, and is a major part in ensuring the safety of Israeli citizens and defense forces. At the AI and Algorithms Group we develop cutting edge algorithms for a wide range of systems, from autonomous vehicles to drones and more. We tackle problems in the areas of 3D-perception, computer-vision and decision-making, using Deep Learning and Reinforcement Learning methods.

We are looking for an experienced algorithm developer to lead the computer vision team, spearhead development in various projects such as autonomous ground and aerial vehicles, active defense of armored vehicles and situational awareness.

Responsibilities
 Develop decision-making algorithms for various platforms and projects
 Take part in R&D projects to develop the next generation of decision-making
methods
 Develop algorithmic infrastructure to enable production grade algorithm
development

Requirements
 MScPhD in CSEERelated field
 3 years of experience developing decision-making algorithms
 Strong knowledge in Reinforcement Learning
 Solid knowledge in Deep Learning and ML frameworks (PyTorchTF)
 Highly proficient in Python
 Knowledge of planning methods and combinatorial optimization (advantage)
 Proficient in C++ (advantage)

Algorithms Team Leader – 3D Computer Vision & Sensor
Fusion

Job description
The Land division of Elbit Systems provides integrated solutions to the defense sector, and is a major part in ensuring the safety of Israeli citizens and defense forces. At the AI and Algorithms Group we develop cutting edge algorithms for a wide range of systems, from autonomous vehicles to drones and more. We tackle problems in the areas of 3D-perception, computer-vision and decision-making, using Deep Learning and Reinforcement Learning methods.

We are looking for an experienced algorithm developer to lead the 3D vision & sensor-fusion team, spearhead development in various projects such as autonomous ground and aerial vehicles, active defense of armored vehicles and situational awareness.

Responsibilities
 Lead a team of algorithm developers, recruit, manage and guide team members
 Lead the development of algorithms for 3D perception, mapping and estimation
 Lead the development of algorithmic infrastructure for various platforms and
projects

Requirements
 MScPhD in CSEERelated field
 5 years of experience developing computer-vision algorithms
 Strong knowledge in 3D computer-vision, mapping and estimation
 Highly proficient in Python or C++
 Leadership capabilities
 Knowledge in SLAM – advantage
 Knowledge in Deep Learning and ML frameworks (PyTorchTF) – advantage

Algorithms Team Leader – Computer Vision

Job description
The Land division of Elbit Systems provides integrated solutions to the defense sector, and is a major part in ensuring the safety of Israeli citizens and defense forces. At the AI and Algorithms Group we develop cutting edge algorithms for a wide range of systems, from autonomous vehicles to drones and more. We tackle problems in the areas of 3D-perception, computer-vision and decision-making, using Deep Learning and Reinforcement Learning methods.

We are looking for an experienced algorithm developer to lead the computer vision team, spearhead development in various projects such as autonomous ground and aerial vehicles, active defense of armored vehicles and situational awareness.

Responsibilities
 Lead a team of algorithm developers, recruit, manage and guide team members
 Lead the development of algorithms for object detection, semantic segmentation,
tracking and more
 Lead the development of algorithmic infrastructure for various platforms and
projects

Requirements
 MScPhD in CSEERelated field
 5 years of experience developing computer-vision algorithms
 Strong knowledge in deep learning methods for computer vision
 Knowledge in classical computer vision methods
 Knowledge in Deep Learning and ML frameworks (PyTorchTF)
 Highly proficient in Python or C++
 Leadership capabilities

Algorithms Team Researcher – Computer Vision

Job description

The Land division of Elbit Systems provides integrated solutions to the defense sector, and is a major part in ensuring the safety of Israeli citizens and defense forces. At the AI and Algorithms Group we develop cutting edge algorithms for a wide range of systems, from autonomous vehicles to drones and more. We tackle problems in the areas of 3D-
perception, computer-vision and decision-making, using Deep Learning and Reinforcement Learning methods.

We are looking for an experienced algorithm developer to join the computer vision team, take part in various projects such as autonomous ground and aerial vehicles, active defense of armored vehicles and situational awareness.

Responsibilities

 Develop algorithms for object detection, semantic segmentation,
tracking and more
 Take part in developing algorithmic infrastructure for various platforms and
projects

Requirements
 MScPhD in CSEERelated field
 2 years of experience developing computer-vision algorithms
 Strong knowledge in deep learning methods for computer vision
 Knowledge in classical computer vision methods
 Knowledge in Deep Learning and ML frameworks (PyTorchTF)
 Proficient in Python or C++

We are looking for a data engineer to join our Israel office in Haifa.

You will work on developing and maintaining our complex data pipelines that feed our deep-learning based self-driving system. The work combines data science with computer vision, algorithms, and software development.

Responsibilities:

1)    Managing multiple large datasets, preparing data for network training.

2)    Dataset cleaning and quality control.

3)    Dataset filtering and balancing.

4)    Processing and manipulation of visual data.

5)    Taking an active part in the development and upkeep of our annotation process, including software development.

6)    Measuring and devising performance metrics.

1)    B.Sc. in Computer Science, Applied Mathematics, Electrical Engineering or similar

2)    1 year using Python for numerical and data analysis (Pandas, NumPy etc. )

3)    1 year experience in basic computer vision methods.

4)    2 years programming experience (Python/C++ or any high-level language).

5)    Probability theory, linear algebra, geometry, trigonometry at a B.Sc level.

Skills that are considered an advantage:

1)    Familiarity with Computer Vision.

2)    Familiarity with the Automounts Vehicle field.

3)    Experience with git.

4)    A publicly viewable body of accomplished projects (e.g. github repository, portfolio, etc.)

We are looking for a Deep Learning Engineer to join our Israel office in Haifa.

You will work on building a real-time perception, tracking and prediction system, employing cutting-edge deep learning and computer vision methods.

This is an opportunity for a position in the autonomous driving industry with real-world experience in deploying deep learning-based architecture.

Responsibilities:

1)    Research, development, and integration of vision-based road perception algorithms.

2)    Overseeing and developing complex data pipelines, from data collection, to annotation, and generation.

3)    Integration with C++ – based Autonomous Vehicle software.

4)    Testing and finetuning developed algorithms/models in Imagry’s Autonomous Vehicle in Haifa.

5)    Devising and measuring performance metrics.

1)    M.Sc. in Computer Science, Applied Mathematics, Electrical Engineering or similar

2)    At least 3 years hands-on experience with deep-learning research and application.

3)    At least 3 years programming experience (Python/C++ or any high-level language).

4)    Up to date on recent developments in the field of deep learning.

5)    Probability theory, linear algebra, geometry, trigonometry at a B.Sc level.

Skills that are considered an advantage:

1)    Experience with PyTorch.

2)    Familiarity with Computer Vision.

3)    Familiarity with the AV field.

4)    A publicly viewable body of accomplished projects (e.g. github repository, portfolio, etc.)

About Imagry

Imagry is an Autonomous Vehicle software provider developing a Level 4 Autonomous Vehicle AI system, built on vision-based deep learning solutions for road perception and motion planning. Our bio-inspired technology combines real-time visuo-spatial perception with an imitation-learning decision-making system. Imagry replaces the limitations of HD mapping and rule-based approaches with a real-time vision-based data-driven solution that utilizes cutting-edge Deep Learning methods.

Imagry currently has over 70 employees across 4 cities, including Haifa, Silicon Valley, Rawabi, and Phoenix, AZ, and we are expanding further, and we want strong, capable, and inventive engineers to join us on this journey.

Some videos of our autonomous vehicle in action can be found on our website. www.imagry.co

General Motors Israel (Herzliya) takes a significant part in shaping the autonomous vehicle. We impact the future vehicles in diverse fields by developing cutting edge technologies. Within GM Israel, over 600 people working in a hybrid flexible mode on one of the most exciting challenges of our days

UltraCruise is a driver-assistance technology that enables hands-free driving in 95% percent of all driving scenarios. A door-to-door hands-free driving technology that will enable GM’s goal of zero crashes, zero emissions and zero congestion.

Ultracruise is part of SDV – ‘Software Defined Vehicle’ group that is developing a new vehicle intelligence platform whose features and functions are primarily enabled through software. This is a significant part of the ongoing transformation of vehicles from being mainly hardware-based to a software-centric electronic device on wheels

UltraCruise IL group is focusing on research and development of advanced technologies to enable brake through applications for the future of mobility.

Our Perception Group develops the autonomous vehicle's ability to perceive the environment around the host vehicle. This includes high fidelity detection and tracking of both static and dynamic objects, as well as additional information of the physical world around the vehicle. That includes information on drivable area, lane configuration and traffic light status. The task is highly challenging and involves dealing with complex environments, different light and weather conditions and processing data from many sensors with different sensing modalities.

In order to provide the best solution, the group joins domains such as Artificial Intelligence, Machine Learning, Computer Vision, Sensor Fusion and Signal Processing and embedded platform development.

We are looking for a Computer Vision Algorithm Engineer!

What will YOU do?

• Development of deep learning and machine learning algorithms
• Owning complete feature cycle – from research through solution design to implementation
• Working in agile development methods
• Keep track of latest state-of-the-art deep learning research

Additional Job Description

What are we looking for?

• M.Sc. / Ph.D. in Electrical Engineering / Computer Science / Mathematics
• Experience in Computer Vision algorithm development
• Solid background in mathematics and strong analytical skills
• Extensive software skills to build and analyze performance of algorithms
• Experience in multi object tracking / temporal reasoning / sensor fusion – advantage
• Experience in python / C++ programming – advantage

We are looking for a Machine Learning Team Leader that will lead the development of advanced perception capabilities that detect and represent the driving state to the vehicle's "brain", all aimed to be productionized and integrated into GM’s vehicles all over the world.

About you :

• You will lead Research and develop state of the art machine-learning algorithms for autonomous vehicles
• Keep track of latest state-of the- art machine-learning research and adopt where relevant
• Create sprint planning and monitor progress of the team
• Lead the team to develop efficient code (python) that can run both on the vehicles and on our servers at scale
• Create infrastructure to support team's algorithmic development goals
• Implement algorithms that impact the autonomous driving capabilities of GM vehicles

Additional Job Description

What are we looking for?

• MSc in electrical engineering/ computer science or equivalent
• Over 5 years of experience in computer vision and machine learning development
• Over 2 years of experience developing deep learning
• Over 3 years of experience in python
• One leading role of a team that is developing in python / C++

General Motors Israel (Herzliya)  takes a significant part in shaping the autonomous vehicle. We impact the future vehicles in diverse fields by developing cutting edge technologies. Within GM Israel, over 600 people working in a hybrid flexible mode on one of the most exciting challenges of our days.

UltraCruise is a driver-assistance technology that enables hands-free driving in 95% percent of all driving scenarios. A door-to-door hands-free driving technology that will enable GM’s goal of zero crashes, zero emissions and zero congestion.

Ultracruise is part of SDV – ‘Software Defined Vehicle’ group that is developing a new vehicle intelligence platform whose features and functions are primarily enabled through software. This is a significant part of the ongoing transformation of vehicles from being mainly hardware-based to a software-centric electronic device on wheels

UltraCruise IL group is focusing on research and development of advanced technologies to enable brake through applications for the future of mobility.

About the Group and Position:
Our Automated driving AI application develops the “brain” of the autonomous vehicle by applying cutting edge technologies into our vehicle's Perception and Decision-Making capabilities. The group joins domains such as Artificial Intelligence, Machine Learning, Computer Vision, Sensor Fusion and Signal Processing and embedded platform development.
The Data Group is developing and operating an efficient Data Engine for automated driving development.

We're hiring a Big Data Engineer that will be the driving force of our big data operation.

What will You do?

• Develop and maintain scalable data platform to support continuing increases in data volume and complexity – petabytes scale on thousands core cluster.
• Assemble large, complex data sets that meet functional / non-functional business requirements.
• Build the infrastructure required for optimal extraction, transformation, and loading of data.
• Support the needs of advanced ML development (Neural net training, reinforcement learning)
• Work with data and analytics experts to strive for greater functionality in our data systems

Additional Job Description

What are We Looking for?

• B.Sc. in computer sciences/ mathematics or equivalent.
• Over 4 years of experience in software development, experience in at least one high-level programming language (Go, Java, Scala, python – preferred).
• Strong background in distributed data processing microservices building high-quality, scalable data products.
• Strong background in data modeling, metadata management, ETL development, and data quality.

Advantages:

• Experience working with and deploying distributed data technologies (e.g, Kafka, Airflow, Spark, Presto, Dremio, etc.)
• Experience with deploying distributed data technologies with Docker, Helm over k8s on prem clusters – BIG advantage
• Experience designing and implementing BI solutions
• Experience with cloud computing like Azure cloud.
• Familiar with Argo workflow