דרושים » אלגוריתמים » Senior Research Software Engineer, Machine Learning, Multimodal Factuality

27/08/2024
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5 ימים
Google Israel
Location: Tel Aviv-Yafo
Job Type: Full Time
Google's software engineers develop the next-generation technologies that change how billions of users connect, explore, and interact with information and one another. Our products need to handle information at massive scale, and extend well beyond web search. We're looking for engineers who bring fresh ideas from all areas, including information retrieval, distributed computing, large-scale system design, networking and data storage, security, artificial intelligence, natural language processing, UI design and mobile; the list goes on and is growing every day. As a software engineer, you will work on a specific project critical to Googles needs with opportunities to switch teams and projects as you and our fast-paced business grow and evolve. We need our engineers to be versatile, display leadership qualities and be enthusiastic to take on new problems across the full-stack as we continue to push technology forward.

With your technical expertise you will manage project priorities, deadlines, and deliverables. You will design, develop, test, deploy, maintain, and enhance software solutions.Google Research addresses challenges that define the technology of today and tomorrow. From conducting fundamental research to influencing product development, our research teams have the opportunity to impact technology used by billions of people every day.

Our teams aspire to make discoveries that impact everyone, and core to our approach is sharing our research and tools to fuel progress in the field -- we publish regularly in academic journals, release projects as open source, and apply research to Google products.
Responsibilities
Write and test product or system development code.
Participate in, or lead design reviews with peers and stakeholders to decide amongst available technologies.
Review code developed by other developers and provide feedback to ensure best practices (e.g., style guidelines, checking code in, accuracy, testability, and efficiency).
Contribute to existing documentation or educational content and adapt content based on product/program updates and user feedback.
Triage product or system issues and debug/track/resolve by analyzing the sources of issues and the impact on hardware, network, or service operations and quality.
Requirements:
Minimum qualifications:
Bachelors degree or equivalent practical experience.
Experience with software development in one or more programming languages, and with data structures/algorithms.
Experience testing, maintaining and/or launching software products, and with software design and architecture.
Experience with ML/AI algorithms and tools, deep learning and/or natural language processing.

Preferred qualifications:
Master's degree or PhD in Computer Science or related technical field.
Experience in a technical leadership role.
Experience developing accessible technologies.
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5 ימים
Google Israel
Location: Tel Aviv-Yafo
Job Type: Full Time
Google Research addresses challenges that define the technology of today and tomorrow. From conducting fundamental research to influencing product development, our research teams have the opportunity to impact technology used by billions of people every day.

Our teams aspire to make discoveries that impact everyone, and core to our approach is sharing our research and tools to fuel progress in the field -- we publish regularly in academic journals, release projects as open source, and apply research to Google products.

Responsibilities
Write and test product or system development code.
Participate in, or lead design reviews with peers and stakeholders to decide amongst available technologies.
Review code developed by other developers and provide feedback to ensure best practices (e.g., style guidelines, checking code in, accuracy, testability, and efficiency).
Contribute to existing documentation or educational content and adapt content based on product/program updates and user feedback.
Triage product or system issues and debug/track/resolve by analyzing the sources of issues and the impact on hardware, network, or service operations and quality.
Requirements:
Minimum qualifications:
Bachelors degree or equivalent practical experience.
5 years of experience with software development in one or more programming languages, and with data structures/algorithms.
5 years of experience with Natural Language Processing or Large Language Models.
3 years of experience testing, maintaining, or launching software products, and 1 year of experience with software design and architecture.
Experience with ML/AI algorithms and tools, deep learning or natural language processing.
Experience contributing to Natural Language Processing or Large Language Model research, including publishing at conferences (e.g., ACL, EMNLP, COLING, neurIPS, ICML).

Preferred qualifications:
Master's degree or PhD in Computer Science or related technical field.
Experience in a technical leadership role.
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דיווח על תוכן לא הולם או מפלה
מה השם שלך?
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תודה על שיתוף הפעולה
מודים לך שלקחת חלק בשיפור התוכן שלנו :)
6 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
Meta is building the Metaverse, the "spatial internet" where immersive virtual worlds will coexist with the real world. Augmented and Mixed reality will transform the way people come together to interact, work and play. By developing new hardware and software products capable of understanding the real world and the user within their environment, we aim to make it possible for people to interact with content in their environment and share it with others.

Our Reality Labs division explores, develops and delivers cutting-edge technologies that serve as the foundations for the Metaverse and other future Reality Labs products, such as Oculus headsets, future AR glasses and our FB Family of Apps (Messenger, Instagram, WhatsApp). From Visual Localization, SLAM, 3D reconstruction, Context/Semantic Understanding, Mapping, Tracking, and Sensor Fusion, our team is focused on taking new technologies from early concept to the product level while iterating, prototyping, and realizing the human value and new experiences they open up.
Computer Vision Engineer (Leadership) - Reality Labs Responsibilities
Lead the design and development of novel computer vision and/or, machine learning algorithms in areas such as: real-time scene and object tracking, reconstruction and understanding, as well as, segmentation, face tracking, body tracking, key point estimation, depth sensing, generative approaches such as GANs, 3D stereo and volumetric reconstruction, avatars, reconstructions and virtual try-ons
Play a critical role in the definition and execution of long-term roadmaps in partnership and cross functional organizations in computer vision, machine learning, graphics, sensors, optics, and silicon
Lead and collaborate with multidisciplinary engineering and research teams to develop technologies from early exploration and incubation to production
Be a go-to person to escalate the most complex online / production performance and evaluation issues that require an in depth knowledge
Develop prototypes for future VR/AR/MR experiences, drive continued development, and integrate robust solutions into products
Participate in cutting edge research in computer vision that can be applied to AR/VR product development
Define projects for other engineers to possibly solve and achieve impact based on your direction
Requirements:
Minimum Qualifications
Prototyping and engineering experience in at least one relevant specialization area in either Computer Graphics, Computer Vision or Machine Learning: SLAM, State Estimation, Sensor Fusion, Generative models such as GANs, Pose estimation: Body, Facial, Hand or Eye Tracking, Dense 3D reconstruction, Object detection, segmentation and tracking Scene understanding/Semantic Segmentation, Photorealistic rendering, Factory, HW, Camera or Online Calibration, Visual search and contextual or multimodal AI.
BSc degree in Computer Graphics, Computer Science, Computer Vision, Machine Learning, or related technical field
Experience in driving large cross-functional company-wide or industry-wide engineering efforts
Experience in mentoring and influencing senior engineers across organizations
Experience communicating and working across functions to drive solutions
Preferred Qualifications
MSc or PhD degree in Computer Graphics, Computer Science, Computer Vision, Machine Learning, Robotics or related technical field.
Industry experience working on projects such as: real-time SLAM and 3D reconstruction, sensor fusion and active depth sensing, object and body tracking and pose estimation, and/or image processing. Image and/or semantic segmentation, 2D and 3D key point estimation and surface reconstruction, depth estimation, visual search or contextual AI, generative AI, or photorealistic rendering
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דיווח על תוכן לא הולם או מפלה
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תודה על שיתוף הפעולה
מודים לך שלקחת חלק בשיפור התוכן שלנו :)
6 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
Meta is embarking on the most transformative change to its business and technology in company history, and our Machine Learning Engineers are at the forefront of this evolution. By leading crucial projects and initiatives that have never been done before, you have an opportunity to help us advance the way people connect around the world.

The ideal candidate will have industry experience working on a range of recommendation, classification, and optimization problems. You will bring the ability to own the whole ML life cycle, define projects and drive excellence across teams. You will work alongside the worlds leading engineers and researchers to solve some of the most exciting and massive social data and prediction problems that exist on the web.
Software Engineer, Machine Learning Responsibilities
Play a critical role in setting the direction and goals for a sizable team, in terms of project impact, ML system design, and ML excellence
Adapt standard machine learning methods to best exploit modern parallel environments (e.g., distributed clusters, multicore SMP, and GPU)
Re-evaluate the tradeoffs of already shipped features/ML systems, and you are able to drive large efforts across multiple teams to reduce technical debt, designing from first principles when appropriate
Leading a team from a technical perspective to develop ML best practices and influence engineering culture
Be a go-to person to escalate the most complex online/production performance and evaluation issues, that require an in depth knowledge of how the machine learning system interacts with systems around it
Develop highly scalable classifiers and tools leveraging machine learning, data regression, and rules based models
Suggest, collect and synthesize requirements and create effective feature roadmap
Code deliverables in tandem with the engineering team
Requirements:
Minimum Qualifications
Experience in software engineering, or a relevant field
Experience in one or more of the following areas: machine learning, recommendation systems, pattern recognition, data mining, artificial intelligence, or related technical field
Experience with scripting languages such as Python, Javascript or Hack
Experience leading major initiatives successfully
Experience building and shipping high quality work and achieving high reliability
Experience with developing machine learning models at scale from inception to business impact
Knowledge developing and debugging in C/C++ and Java, or experience with scripting languages such as Python, Perl, PHP, and/or shell scripts
Experience demonstrating technical leadership working with teams, owning projects, defining and setting technical direction for projects
Experienced in utilizing data and analysis to explain technical problems and providing detailed feedback and solutions
Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience
Preferred Qualifications
Masters degree or PhD in Computer Science or a related technical field
Exposure to architectural patterns of large scale software applications
Experience with scripting languages such as Pytorch and TF
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דיווח על תוכן לא הולם או מפלה
מה השם שלך?
תיאור
שליחה
תודה על שיתוף הפעולה
מודים לך שלקחת חלק בשיפור התוכן שלנו :)
6 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
Meta is embarking on the most transformative change to its business and technology in company history, and our Machine Learning Engineers are at the forefront of this evolution. By leading crucial projects and initiatives that have never been done before, you have an opportunity to help us advance the way people connect around the world.

The ideal candidate will have industry experience working on a range of recommendation, classification, and optimization problems. You will bring the ability to own the whole ML life cycle, define projects and drive excellence across teams. You will work alongside the worlds leading engineers and researchers to solve some of the most exciting and massive social data and prediction problems that exist on the web.
Software Engineer, Machine Learning Responsibilities
Play a critical role in setting the direction and goals for a sizable team, in terms of project impact, ML system design, and ML excellence
Adapt standard machine learning methods to best exploit modern parallel environments (e.g. distributed clusters, multicore SMP, and GPU)
Re-evaluate the tradeoffs of already shipped features/ML systems, and you are able to drive large efforts across multiple teams to reduce technical debt, designing from first principles when appropriate
Leading a team from a technical perspective to develop ML best practices and influence engineering culture
Be a go-to person to escalate the most complex online/production performance and evaluation issues, that require an in depth knowledge of how the machine learning system interacts with systems around it
Develop highly scalable classifiers and tools leveraging machine learning, data regression, and rules based models
Suggest, collect and synthesize requirements and create effective feature roadmap
Code deliverables in tandem with the engineering team
Requirements:
Minimum Qualifications
Experience in software engineering, or a relevant field
Experience in one or more of the following areas: machine learning, recommendation systems, pattern recognition, data mining, artificial intelligence, or related technical field
Experience with scripting languages such as Python, Javascript or Hack
Experience leading major initiatives successfully
Experience building and shipping high quality work and achieving high reliability
Experience with developing machine learning models at scale from inception to business impact
Knowledge developing and debugging in C/C++ and Java, or experience with scripting languages such as Python, Perl, PHP, and/or shell scripts
Experience demonstrating technical leadership working with teams, owning projects, defining and setting technical direction for projects
Experienced in utilizing data and analysis to explain technical problems and providing detailed feedback and solutions
Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience
Preferred Qualifications
Masters degree or PhD in Computer Science or a related technical field
Exposure to architectural patterns of large scale software applications
Experience with scripting languages such as Pytorch and TF
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דיווח על תוכן לא הולם או מפלה
מה השם שלך?
תיאור
שליחה
תודה על שיתוף הפעולה
מודים לך שלקחת חלק בשיפור התוכן שלנו :)
5 ימים
Google Israel
Location: Tel Aviv-Yafo
Job Type: Full Time
As a Research Scientist, you'll also actively contribute to the wider research community by sharing and publishing your findings, with ideas inspired by internal projects as well as from collaborations with research programs at partner universities and technical institutes all over the world.

Our team is committed to developing advanced methodologies tailored specifically for multilingual environments. We focus on pre-training multilingual models, enhancing the quality of multilingual instruction-tuning datasets, refining multilingual evaluation processes, boosting knowledge transfer across languages, and optimizing multilingual tokenization among other initiatives.

The Technology & Society organization connects research, people, and ideas across Google and Alphabet to help shape and advance our most ambitious technology innovations and initiatives and their impact on users and society for the better, and responsibly. In addition, we also aim to share perspectives, engage, and collaborate with others externally on technology related issues and opportunities for society.

Responsibilities
Author research papers to share and generate impact of research results across the team and in the research community.
Research and develop technology for improving multilingual Large Language Models (LLM) such as instruction-tuning, pre-training, multilingual reasoning.
Research and develop technology for pre-training LLMs for target languages other than English.
Collaborate with other research teams to expand multilingual LLM technology.
Collaborate with Google first-party partner teams to deliver new multilingual technologies to production.
Requirements:
Minimum qualifications:
PhD in Computer Science, a related field, or equivalent practical experience.
Coding experience in Python, JavaScript, R, Java, or C++.
One or more scientific publication submission(s) for conferences, journals, or public repositories.

Preferred qualifications:
2 years of coding experience in Python, JavaScript, R, Java, or C++.
1 year of experience owning and initiating research agendas.
Experience with modern LLMs and generative models.
Experience with multilingual LLMs.
Recent publication track in related GenAI fields.
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דיווח על תוכן לא הולם או מפלה
מה השם שלך?
תיאור
שליחה
תודה על שיתוף הפעולה
מודים לך שלקחת חלק בשיפור התוכן שלנו :)
6 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
Meta is embarking on the most transformative change to its business and technology in company history, and our Machine Learning Engineers are at the forefront of this evolution. By leading crucial projects and initiatives that have never been done before, you have an opportunity to help us advance the way people connect around the world.

The ideal candidate will have industry experience working on a range of recommendation, classification, and optimisation problems. You will bring the ability to own the whole ML life cycle, define projects and drive excellence across teams. You will work alongside the worlds leading engineers and researchers to solve some of the most exciting and massive social data and prediction problems that exist on the web.
Software Engineer, Machine Learning Responsibilities
Leading projects or small teams of people to help them unblock, advocating for ML excellence
Adapt standard machine learning methods to best exploit modern parallel environments (e.g. distributed clusters, multicore SMP, and GPU)
Develop highly scalable classifiers and tools leveraging machine learning, data regression, and rules based models
Suggest, collect and synthesize requirements and create effective feature roadmaps
Code deliverables in tandem with the engineering team
Requirements:
Minimum Qualifications
Experience in one or more of the following areas: machine learning, recommendation systems, pattern recognition, data mining, artificial intelligence, or a related technical field
Experience with Hadoop/HBase/Pig or MapReduce/Sawzall/Bigtable/Hive/Spark
Knowledge developing and debugging in C/C++ and Java, or experience with scripting languages such as Python, Perl, PHP, and/or shell scripts
Expert knowledge developing production level ML products
Track record of setting technical direction for a team, driving consensus and successful cross-functional partnerships
Preferred Qualifications
Experience with filesystems, server architectures and distributed systems
Exposure to architectural patterns of large scale software applications
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דיווח על תוכן לא הולם או מפלה
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תודה על שיתוף הפעולה
מודים לך שלקחת חלק בשיפור התוכן שלנו :)
1 ימים
SimilarWeb
Location: Tel Aviv-Yafo
Job Type: Full Time
Similarweb empowers over 4300 global customers with data-driven insights and competitive benchmarks. We support the digital strategies of companies like Google, eBay, and Adidas. Similarweb went public on the NYSE in 2021 and continues to grow rapidly.

Role Summary:

We are looking for a Senior Software Engineer/ Machine Learning to join our team and help advance our Apps solution. Our product is designed to provide detailed and accurate insights into Apps Analytics, such as traffic estimation, revenue analysis, and app characterization. The role involves constructing and maintaining scalable data pipelines, developing and integrating machine learning models, and ensuring data integrity and efficiency. You will work closely with a diverse team of scientists, engineers, analysts, and collaborate with business and product stakeholders.

Key Responsibilities:

Develop and implement complex, innovative big data ML algorithms for new features, working in collaboration with data scientists and analysts.
Optimize and maintain end-to-end data pipelines using big data technologies to ensure efficiency and performance.
Monitor data pipelines to ensure data integrity and promptly troubleshoot any issues that arise.
Requirements:
Skills:

- Masters degree in Computer Science or equivalent practical experience.

- At least 3 years of experience in data engineering or related roles.

- Experience with big data, Machine Learning - a must!.

- Proficiency in Python- must. Scala is a plus.

- Experience with Big Data technologies such as Spark, Docker, k8s, EMR, Airflow.

- Familiarity with distributed computing on the cloud (such as AWS or GCP).

- Strong problem-solving skills and ability to learn new technologies quickly.

- Being goal-driven and efficient.

- Excellent communication skills and ability to work independently and in a team.
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5 ימים
MICROSOFT ISRAEL
Location: Herzliya and Tel Aviv-Yafo
Job Type: Full Time
Our team is actively engaged in proactive vulnerability research across the Azure platform services. We are dedicated to uncovering novel classes of vulnerabilities and pioneering exploitation techniques to effectively pre-empt cyber threats.



We are searching for exceptional individuals with a profound passion for security and Cloud technologies. If you are deeply committed to unraveling intricate challenges, harbor a keen fascination for vulnerability research, and strongly desire to contribute to performing cutting-edge security research, we invite you to unite with us in our mission. By doing so, you will play a pivotal role in safeguarding countless users across the global landscape. Your expertise and dedication will be instrumental in fortifying our collective digital defenses.



We are seeking a highly skilled and experienced Senior Researcher to join our Offensive Cloud Security Team at Microsoft. In this role, you will lead vulnerability research engagements, play a pivotal role in identifying and addressing potential security vulnerabilities within Microsoft's cloud services, ensuring the highest levels of security for our customers and their data.
Responsibilities
Research and discover zero-day vulnerabilities in cloud environments and associated technologies. Develop and implement proof-of-concept exploits to demonstrate potential risks and work closely with engineering teams to address findings.
Conduct in-depth threat modeling exercises to identify security risks and vulnerabilities in Microsoft's cloud infrastructure. Collaborate with cross-functional teams to assess the impact of identified threats and propose mitigation strategies.
Design and execute sophisticated penetration tests against Microsoft's cloud services, simulating real-world attack scenarios. Provide detailed reports outlining vulnerabilities, exploitation techniques, and recommended remediation steps.
Create and maintain cutting-edge vulnerability discovery, exploitation, and penetration testing tools in cloud environments. Stay abreast of the latest security research and integrate innovative techniques into the offensive security toolkit.
Collaborate with internal security teams to enhance overall security posture, including incident response and defensive security. Participate in knowledge-sharing initiatives, mentor junior team members, and contribute to the security community.
Requirements:
Required/Minimum Qualifications

8+ years of hands-on experience in offensive security research, with 2+ years focus on cloud environments.
Proven track record of discovering and responsibly disclosing security vulnerabilities.
Expertise in cloud security technologies, including Azure, AWS, GCP and similar.
Proficiency in multiple programming and scripting languages.


Other Requirements:

Bachelor's degree or equivalent in Computer Science, Information Security, or a related field. Advanced degrees are a plus.
Strong written and verbal communication skills, with the ability to convey complex security concepts to both technical and non-technical audiences.
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מודים לך שלקחת חלק בשיפור התוכן שלנו :)
1 ימים
SimilarWeb
Location: Tel Aviv-Yafo
Job Type: Full Time
Similarweb is the leading digital intelligence platform used by over 3500 global customers. Our wide range of solutions power the digital strategies of companies like Google, eBay, and Adidas.

We help our customers succeed in todays digital world by giving them access to data-driven insights, competitive benchmarks, strategic analysis, and more. In 2021, we went public on the New York Stock Exchange, and we havent stopped growing since!

We are looking for a talented and dedicated ML & Big Data Analyst who will be a part of the Core Data group.

As part of this role, you will help us process and streamline rich and complicated datasets. Will explore and validate new data sources. Be part of the data science and data engineering force creating new features for our solution.

What does the day-to-day of a ML & Big Data Analyst at Similarweb look like:

Apply your expertise in quantitative analysis and data mining to turn data into insights.
Conduct research and develop tools that will ensure the quality of Similarwebs data and algorithms.
Utilize your deep understanding of Similarwebs data in order to evaluate and improve novel algorithms produced by the data scientists in your team.
Partner with Big Data Engineers to establish an infrastructure to scale solutions.
Requirements:
What will I bring to the team?

At least 2 years of work experience in a Tech Company - Must
At least 2 years experience in Python scripting - Must
Experience with SQL for data analysis -Must
Knowledge and understanding of the statistical principles, concepts, methods, and standards- Must
Hadoop/Spark/AWS Infrastructure experience - Big Advantage
Ability to visualize data and experience with a visualization tool and modules (mlplot, matplolib, sns)- Big Advantage
Excellent verbal and communication skills (in English) - Must
Team player, autodidact, fast learner with excellent analytical, research and business skills.
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