דרושים » מדעים מדוייקים » Algorithm Researcher - Autonomous Driving (CTO Group)

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לפני 3 שעות
Location: Ramat Gan
Job Type: Full Time
Required Algorithm Researcher - Autonomous Driving (CTO Group)
About the team:
The CTO Group is a small, elite team focused on the decision-making module of our autonomous driving system.
Our mission is to solve some of the hardest problems in autonomous driving by combining the full spectrum of modern computer science - from rigorous mathematical modeling, optimization, and algorithm design to deep learning.
The team develops the driving policies that translate system-wide inputs into safe, efficient, and human-like driving behavior. Our work spans classical algorithms, optimization under constraints, probabilistic reasoning, reinforcement & supervised learning, all grounded in real-world driving data.
The group is comprised of top researchers and developers and is led by world-class scientists, offering a unique opportunity to work closely with the CTO, shape the future of autonomous driving, and influence the company's technical direction.
What will your job look like:
Research and develop innovative algorithms for autonomous driving planning and decision-making.
Model complex real-world driving scenarios and formulate them as optimization, learning, or algorithmic problems.
Apply a broad range of techniques - from mathematical modeling and classical algorithms to machine learning and deep learning - to improve driving policies.
Analyze large-scale driving data to gain insights, validate hypotheses, and improve system robustness and performance.
Design and implement high-quality production-ready code in a research-driven environment.
Read, evaluate, and build upon state-of-the-art scientific literature in algorithms, AI, and machine learning.
Requirements:
5+ years of experience in algorithm development, machine learning, or AI research.
Outstanding MSc in Computer Science, Computer Engineering, Mathematics, Physics, or a related quantitative field.
PhD - an advantage.
Strong programming skills in C++ and Python.
Outstanding mathematical and analytical abilities.
Passion for solving challenging research problems and the ability to quickly learn from scientific literature.
This position is open to all candidates.
 
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לפני 2 שעות
Location: Ramat Gan
Job Type: Full Time
Required Outstanding Graduate Algorithm Developer - Vision Localization Group
About the team:
Our vision Localization group is responsible for accurately localizing the vehicle on a high-definition 3D map with centimeter-level precision using surround camera systems to enable autonomous driving. Our work combines advanced geometric reasoning, scene understanding, and large-scale mapping to solve one of the core challenges of autonomous vehicles in complex real-world environments.
The role involves developing algorithmic and deep learning solutions that integrate mathematical optimization, computer vision, and 3D geometry. We work with modern neural network architectures including Transformers, GNNs, and CNNs to solve problems involving scene understanding, object association, and precise spatial reasoning in dynamic environments. The HD map contains rich geometric and semantic information that is critical for safe driving and cannot always be inferred reliably from images alone under all visibility conditions or viewpoints. In addition to achieving highly accurate localization, the team is also responsible for estimating map relevance and consistency with the current world state to ensure safe and reliable autonomous driving.
What will your job look like:
Develop state-of-the-art localization algorithms for autonomous driving using multi-camera surround vision systems.
Design and implement deep learning models based on Transformers, Graph Neural Networks, and Convolutional Neural Networks.
Solve challenging problems involving 3D geometry, scene understanding, object matching, and spatial reasoning.
Combine learning-based methods with classical optimization and geometric algorithms.
Own the entire lifecycle from prototyping to deployment.
Analyze real-world driving data and improve system robustness under diverse environmental and visibility conditions.
Drive innovative solutions for high-precision localization at production scale.
Requirements:
All you need is:
B.Sc. in Computer Science, Software Engineering, or a related field from a leading university with a proven record of excellence.
M.Sc. with a research thesis is an advantage.
Strong programming skills in Python and C++.
Solid foundation in algorithms, data structures, mathematics, and computer vision or deep learning fundamentals.
Strong analytical skills, a high level of ownership, and the ability to work effectively in a collaborative environment.
This position is open to all candidates.
 
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לפני 7 שעות
Location: Ramat Gan
Job Type: Full Time
Required AI Algorithm Engineer - Vision Localization Group
About the team:
Our vision Localization group is responsible for accurately localizing the vehicle on a high-definition 3D map with centimeter-level precision using surround camera systems to enable autonomous driving. Our work combines advanced geometric reasoning, scene understanding, and large-scale mapping to solve one of the core challenges of autonomous vehicles in complex real-world environments.
The role involves developing algorithmic and deep learning solutions that integrate mathematical optimization, computer vision, and 3D geometry. We work with modern neural network architectures including Transformers, GNNs, and CNNs to solve problems involving scene understanding, object association, and precise spatial reasoning in dynamic environments. The HD map contains rich geometric and semantic information that is critical for safe driving and cannot always be inferred reliably from images alone under all visibility conditions or viewpoints. In addition to achieving highly accurate localization, the team is also responsible for estimating map relevance and consistency with the current world state to ensure safe and reliable autonomous driving.
What will your job look like:
Develop state-of-the-art localization algorithms for autonomous driving using multi-camera surround vision systems.
Design and implement deep learning models based on Transformers, Graph Neural Networks, and Convolutional Neural Networks.
Solve challenging problems involving 3D geometry, scene understanding, object matching, and spatial reasoning.
Combine learning-based methods with classical optimization and geometric algorithms.
Own the entire lifecycle from prototyping to deployment.
Analyze real-world driving data and improve system robustness under diverse environmental and visibility conditions.
Drive innovative solutions for high-precision localization at production scale.
Requirements:
2+ years of practical experience developing computer vision or machine learning solutions using Python and frameworks such as PyTorch or TensorFlow - must.
B.Sc. or M.Sc. in Computer Science, Electrical Engineering, or a related field, with strong academic performance.
Solid foundation in algorithms, data structures, and computer vision/deep learning fundamentals.
Strong analytical skills, a sense of ownership, and the ability to work collaboratively.
This position is open to all candidates.
 
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לפני 2 שעות
Location: Ramat Gan
Job Type: Full Time
Required Senior AI Algorithm Engineer - Vision Localization Group
About the team:
Our vision Localization group is responsible for accurately localizing the vehicle on a high-definition 3D map with centimeter-level precision using surround camera systems to enable autonomous driving. Our work combines advanced geometric reasoning, scene understanding, and large-scale mapping to solve one of the core challenges of autonomous vehicles in complex real-world environments.
The role involves developing algorithmic and deep learning solutions that integrate mathematical optimization, computer vision, and 3D geometry. We work with modern neural network architectures including Transformers, GNNs, and CNNs to solve problems involving scene understanding, object association, and precise spatial reasoning in dynamic environments. The HD map contains rich geometric and semantic information that is critical for safe driving and cannot always be inferred reliably from images alone under all visibility conditions or viewpoints. In addition to achieving highly accurate localization, the team is also responsible for estimating map relevance and consistency with the current world state to ensure safe and reliable autonomous driving.
What will your job look like:
Develop state-of-the-art localization algorithms for autonomous driving using multi-camera surround vision systems.
Design and implement deep learning models based on Transformers, Graph Neural Networks, and Convolutional Neural Networks.
Solve challenging problems involving 3D geometry, scene understanding, object matching, and spatial reasoning.
Combine learning-based methods with classical optimization and geometric algorithms.
Own the entire lifecycle from prototyping to deployment.
Analyze real-world driving data and improve system robustness under diverse environmental and visibility conditions.
Drive innovative solutions for high-precision localization at production scale.
Requirements:
5+ years of practical experience developing computer vision or machine learning solutions using Python and frameworks such as PyTorch or TensorFlow - must.
B.Sc. or M.Sc. in Computer Science, Electrical Engineering, or a related field, with strong academic performance.
Solid foundation in algorithms, data structures, and computer vision/deep learning fundamentals.
Strong analytical skills, a sense of ownership, and the ability to work collaboratively.
This position is open to all candidates.
 
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לפני 3 שעות
Location: Ramat Gan
Job Type: Full Time
Required Experienced Deep Learning Algorithm Developer - 3D Perception Team
About the team:
A global leader in autonomous vehicle (AV) technology. If youre an experienced deep learning developer driven by a passion to shape the future of mobility, join us to make AV a reality. The 3D Perception team builds transformer-based vision models trained on large-scale driving video for the next generation of autonomous vehicles. Our end-to-end temporal network fuses multi-view cameras into a unified 3D sensing state that powers planning.
What will your job look like?
Develop, implement and optimize state-of-the-art transformer-based temporal vision models.
Extend network capabilities, analyze results and errors, and deliver measurable improvements to the driving scene understanding.
Work shoulder-to-shoulder in a large, collaborative group.
Research and integrate the latest advancements in 3d detection and perception.
Improve algorithmic performance through rigorous experimentation and innovation.
Work with large-scale datasets.
Research new advances in the field from the literature and industry.
Code primarily in Python.
Requirements:
M.Sc. in Computer Science or a related field.
3+ years of experience developing, implementing, training and analyzing deep learning algorithms in Python.
Top-tier mathematical, analytical, and coding skills.
Strong self-learner and research capabilities with a proven track record from industry or academia.
Nice to have:
PhD in Computer Science or a related discipline.
Experience in computer vision, multi-view geometry and 3D reconstruction.
This position is open to all candidates.
 
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לפני 3 שעות
Location: Ramat Gan
Job Type: Full Time
The road algorithm team is responsible for the critical and challenging task of detecting the drivable lanes on the road. We focus on Deep Learning algorithms, classical Computer Vision and Geometric Modeling algorithms.
We are looking for an Algorithm Developer to help us advance our technology and push the boundaries of what's possible in autonomous driving.
What will your job look like:
Research and develop state-of-the-art computer vision and deep learning algorithms for ADAS and autonomous driving.
Participate in the entire development cycle, from initial research and prototyping to deployment on real-time embedded systems within the vehicle.
Collaborate with engineering and research teams in Computer Vision, Machine Learning, and Data Engineering to solve real-life problems.
Analyze large datasets to improve algorithm performance and robustness.
Requirements:
B.Sc. or M.Sc. in Computer Science or Engineering, with excellent academic performance.
4+ years of hands-on experience developing deep learning algorithms, preferably in computer vision or perception for autonomous driving systems.
Solid understanding of data structures, algorithms, and deep learning principles.
Hands-on experience in algorithm development.
Strong problem-solving skills and the ability to work independently and as part of a team.
Nice to have:
Experience with TensorFlow or PyTorch.
Familiarity with cloud platforms and tools (e.g., AWS, GCP).
This position is open to all candidates.
 
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הגשת מועמדותהגש מועמדות
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לפני 7 שעות
Location: Ramat Gan
Job Type: Full Time
Required Algorithm Engineer Senior Technical Expert - Objects Perception
About the team:
We are Object Perception group, developing deep learning-based perception systems for autonomous driving. Our work spans scene understanding, multi-camera reasoning, 3D modeling, and behavior prediction.
We are looking for a senior computer vision engineer: a hands on individual contributor whose work will be broad and touch many projects across the group, to lead long-term research initiatives and POCs that shape the technical direction of our technology.
What will your job look like:
Lead long-term applied research and POCs that determine the direction of our perception and autonomy technology.
Design and implement modern end-to-end perception and multi-modal learning systems across diverse vision tasks (e.g., detection and tracking, 3D reconstruction, multi-camera fusion, motion prediction).
Translate research innovations into high-quality, validated POCs designed for adoption by production teams and deployment within autonomous vehicle platforms.
Requirements:
M.Sc. in Mathematics, Computer Science, Electrical Engineering, or related field (PhD - an advantage).
8+ years of hands-on experience developing computer vision and deep learning systems.
Proven experience driving vision models from research through POC and into production.
Able to take a vaguely-defined research direction and own it end-to-end, independently.
Strong programming skills in Python.
Nice to have:
Broad hands-on experience across vision tasks such as object detection and tracking, and 3D scene understanding.
Technical leadership experience (team management experience an advantage).
Experience in motion prediction, trajectory forecasting, behavior modeling, or learning-based navigation for autonomous systems.
First-authored publications at leading peer-reviewed conferences (e.g., CVPR, ECCV, ICCV, NeurIPS, ICML, ICLR).
This position is open to all candidates.
 
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לפני 2 שעות
Location: Ramat Gan
Job Type: Full Time
We are looking for a Senior ML Algorithm Engineer to lead the development and optimization of machine learning models for challenging real-world problems.
In this role, you will work hands-on across the full model-development lifecycle: understanding the task, designing and adapting algorithms, building effective training strategies, analyzing data and failure modes, and improving model quality and efficiency through rigorous experimentation.
This is an algorithm-focused role for someone who enjoys getting deeply involved in the details of model training and optimization. You will not simply operate an existing training infrastructure-you will investigate open-ended problems and develop practical solutions involving model architecture, data and sample selection, training objectives, optimization methods, and evaluation
What will your job look like:
Work on the semantics of road objects, using harvested tabular data as the primary input to our algorithms - turning large-scale, real-world observations into models that capture object meaning, attributes, and behavior on the road network.
Design, implement, and optimize machine learning and deep learning algorithms for these semantic tasks, from architecture and training objectives through evaluation and efficiency.
Develop and improve end-to-end model training pipelines, from data preparation and sampling of harvested tabular datasets through training and evaluation.
Investigate model behavior, identify failure modes, and drive targeted algorithmic improvements.
Develop effective strategies for data selection, dataset composition, sampling, augmentation, loss design, and training schedules.
Lead the investigation of complex algorithmic challenges, uncover patterns in data and model behavior, and translate insights into measurable improvements.
Requirements:
5+ years of experience in algorithm engineering using machine learning, deep learning, or neural networks.
Strong hands-on experience designing, training, evaluating, and optimizing.
Strong programming skills in Python.
Hands on experience with Spark, Pandas, Pytorch and AWS.
Experience with Polars and DuckDB- an advantage
Experience with some of the following: sampling strategies, data augmentation, hyperparameter optimization
Strong understanding of distributed systems, scalability, and performance optimization.
Ability to independently investigate complex problems, identify patterns in data and model behavior, run experiments, and translate findings into measurable algorithmic improvements.
Strong analytical and problem-solving skills, with a practical, hands-on, and ownership-driven mindset.
This position is open to all candidates.
 
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1 ימים
Location: Ramat Gan
Job Type: Full Time
we're looking for a senior Machine Learning & AI Engineer to join our team and help build the next generation of intelligent security capabilities.
this is a unique opportunity to join a new initiative and build an ai/ml-driven security product capability from the ground up.
you'll play a key role in shaping the technical vision, making core architectural decisions, and taking ownership of the entire development journey - from early research and experimentation to scalable, production-ready solutions.
working at the intersection of Machine Learning, ai, and cybersecurity, you'll turn complex security data into intelligent capabilities that identify suspicious behavior, detect emerging threats, and enable smarter security decisions.
if you're excited about building something new, solving complex technical challenges, and seeing your work translate into real product impact, this is an opportunity to make a difference.
what will you do?
lead the end-to-end development of ml/ai capabilities, from problem definition and data preparation to model development, deployment, and continuous improvement.
design and develop proprietary models and algorithms for behavioral analysis, anomaly detection, threat detection, and security risk scoring.
build scalable batch and streaming data pipelines to process and correlate large volumes of security telemetry, runtime events, system logs, and cloud-native activity.
explore and apply the right techniques for each challenge, including statistical methods, classical Machine Learning, deep learning, and llms where they deliver measurable value.
drive technical and architectural decisions, choosing the right models, frameworks, and infrastructure to build robust and scalable solutions.
evaluate and optimize model performance, focusing on detection accuracy, precision, recall, false-positive reduction, and inference efficiency.
build and maintain production-grade ml services and apis, including monitoring, observability, model versioning, and automated deployment.
collaborate closely with security researchers to translate real-world attack techniques and research insights into intelligent detection capabilities.
continuously improve models based on real-world data, analyst feedback, and evolving security threats.
why the company?
at the company, you'll have the opportunity to tackle some of the most challenging problems in cloud-native security.
you'll be part of a new initiative, with the opportunity to build something from the ground up, influence key technical decisions, and shape innovative ai/ml capabilities that will become part of a real-world security product.
join us and help redefine how organizations detect, understand, and respond to security threats.
5+ years of hands-on experience developing and deploying ai/ml solutions in production environments.
proven experience building and delivering ml solutions in cybersecurity, threat detection, security analytics, behavioral analytics, or risk analysis.
strong Python programming skills and experience with ml frameworks such as pytorch, tensorflow, scikit-learn, or xgboost.
solid understanding of Machine Learning fundamentals, statistics, feature engineering, supervised and unsupervised learning, and model evaluation.
experience building data pipelines, working with large datasets, sql, and production inference systems.
strong Linux skills and practical bash scripting experience.
understanding of security concepts and system behavior, including processes, networking, identities, containers, and cloud workloads.
proven ability to independently take complex technical challenges from concept to production, with strong engineering ownership.
excellent problem-solving, communication, and collaboration skills.
advantages
experience with go (golang).
experience with anomaly detection, behavioral analytics, graph-based ml, event correlation, or sequence modeling.
experience working with l המשרה מיועדת לנשים ולגברים כאחד.
 
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לפני 2 שעות
Location: Ramat Gan
Job Type: Full Time
Required Senior Algorithm Engineer - Objects Perception
About the team:
We are Object Perception group, developing deep learning-based perception systems for autonomous driving. Our work spans scene understanding, multi-camera reasoning, 3D modeling, and behavior prediction.
We are looking for a senior computer vision engineer: a hands on individual contributor whose work will be broad and touch many projects across the group, to lead long-term research initiatives and POCs that shape the technical direction of our technology.
What will your job look like:
Lead long-term applied research and POCs that determine the direction of our perception and autonomy technology.
Design and implement modern end-to-end perception and multi-modal learning systems across diverse vision tasks (e.g., detection and tracking, 3D reconstruction, multi-camera fusion, motion prediction).
Translate research innovations into high-quality, validated POCs designed for adoption by production teams and deployment within autonomous vehicle platforms.
Requirements:
M.Sc. in Mathematics, Computer Science, Electrical Engineering, or related field (PhD - an advantage).
4+ years of hands-on experience developing computer vision and deep learning systems.
Proven experience driving vision models from research through POC and into production.
Able to take a vaguely-defined research direction and own it end-to-end, independently.
Strong programming skills in Python.
Nice to have:
Broad hands-on experience across vision tasks such as object detection and tracking, and 3D scene understanding.
Technical leadership experience (team management experience an advantage).
Experience in motion prediction, trajectory forecasting, behavior modeling, or learning-based navigation for autonomous systems.
First-authored publications at leading peer-reviewed conferences (e.g., CVPR, ECCV, ICCV, NeurIPS, ICML, ICLR).
This position is open to all candidates.
 
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הגשת מועמדותהגש מועמדות
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לפני 2 שעות
Location: Ramat Gan
Job Type: Full Time
Required Senior Data & ML Engineer - 3D Perception Team
About the team:
Join PUMA, the team developing the deep-learning perceptions solutions at the heart of our autonomous-driving system. Our work powers advanced, large-scale multi-task models.
We are looking for an ML Data Engineer to own the engineering foundations behind its development and training. You will build pipelines and tools that process images, video, geometric information, and evaluate model outputs. Working alongside deep-learning researchers, you will eliminate resource-intensive bottlenecks and reduce computation costs and iteration time.
What will your job look like?
Optimize distributed data and evaluation pipelines for memory efficiency, throughput, and training performance.
Build tools for data exploration, manipulation, validation, and quality assessment.
Own model manipulation, packaging, distribution workflows, and interfaces with downstream deployment and EyeQ integration.
Coordinate data contracts and workflows with researchers, infrastructure and data teams, and internal customers across.
Requirements:
All you need is:
Bachelor's degree in Computer Science, Software Engineering, Electrical Engineering, or a related field from a leading university.
4+ years of hands-on software or data-engineering experience.
Excellent Python and Linux skills with strong software-engineering foundations.
Experience with SQL, Spark, and PyArrow.
Experience optimizing distributed pipelines or compute-intensive systems for memory use and parallel execution.
Familiarity with PyTorch and ML workflows, including datasets, training, checkpoints, evaluation, and GPU computation.
Strong ownership, independent problem-solving, and cross-team collaboration skills.
Nice to have:
Master's degree in a relevant field.
Experience in computer vision or autonomous-driving systems.
Familiarity with model deployment, hardware-aware ML, or specialized AI accelerators.
This position is open to all candidates.
 
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הגשת מועמדותהגש מועמדות
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