דרושים » אלגוריתמים » Software Engineer, Machine Learning

6 ימים
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5 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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5 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
Central Applied Science (CAS) is a research and development team, working to improve Metas products, infrastructure, and processes. We generate real-world impact through a combination of scientific rigor and methodological innovation. Our focus is on longer-term, foundational work that addresses new opportunities and challenges across the Meta family of apps. The work we do enhances the Meta family of apps that enable billions of people to communicate with each other daily.

Central Applied Science is interdisciplinary, with expertise in computer science, statistics, machine learning, and economics among many other fields. This diversity of perspectives enriches our research and expands the scope and scale of projects we can address. We deliver value through collaborative projects with other groups at Meta and with the academic community. In addition, we build and open-source technical products aligned with our areas of expertise.

We are looking for research interns to join the Product Algorithms team in Central Applied Science. The team is an interdisciplinary team of quantitative scientists that aims to deliver research and innovation that fundamentally increase the magnitude of Metas successes. The ideal candidate will have extensive graduate training in computer science, machine learning, or related disciplines, and the passion to solve real world hard scientific problems. By applying your expertise and passion you will be empowered to drive impact across a range of products, infrastructure and operational use cases at Meta.

Our internships are twelve (12) to twenty-four (24) weeks long and we have various start dates throughout the year.
Research Scientist Intern, Central Applied Science (PhD) Responsibilities
Work with vast amounts of data, generate research questions that push the state-of-the-art, and build data-driven products.
Develop novel quantitative methods on top of Meta's unparalleled data infrastructure.
Work towards long-term ambitious research goals, while identifying intermediate milestones.
Communicate best practices in quantitative analysis to partners.
Work both independently and collaboratively with other scientists, engineers, UX researchers, and product managers to accomplish complex tasks that deliver demonstrable value.
Requirements:
Minimum Qualifications
Currently has, or is in the process of obtaining, a PhD degree in Computer Science, Machine Learning, Artificial Intelligence or a related field.
Experience analyzing datasets using languages like Python or R.
Experience developing algorithms in languages like Python, C, C++ or Java.
Experience with empirical research and for answering questions with data.
Must obtain work authorization in country of employment at the time of hire, and maintain ongoing work authorization during employment.
Preferred Qualifications
Expertise in one or more of the following fields: artificial intelligence, machine learning, natural language processing, information retrieval/management and data mining.
Experience working with large-scale data systems, such as Presto, Spark, etc.
Proven track record of achieving significant results as demonstrated by grants, fellowships, patents, as well as first-authored publications at leading workshops or conferences such as KDD, ICML, NeurIPS, ICLR, AAAI, WWW, ACL, etc.
Intent to return to degree-program after the completion of the internship/co-op.
Experience working and communicating cross functionally in a team environment.
Demonstrated software engineer experience via an internship, work experience, coding competitions, or widely used contributions in open source repositories (e.g. GitHub).
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5 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
The Reality Labs team at Meta is looking for Senior/Lead Computer Vision Engineers to support our engineering teams as we build towards our goal of helping more people around the world come together and connect through world-class Augmented, Mixed and Virtual Reality hardware and software. With global departments dedicated to AR/VR research, computer vision, haptics, social interaction, and more, we are committed to driving the state-of-the-art forward through relentless innovation. AR and VR potential to change the world is immense -- and we're just getting started.

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.
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4 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.

The Core team builds the technical foundation behind Googles flagship products. We are owners and advocates for the underlying design elements, developer platforms, product components, and infrastructure at Google. These are the essential building blocks for excellent, safe, and coherent experiences for our users and drive the pace of innovation for every developer. We look across Googles products to build central solutions, break down technical barriers and strengthen existing systems. As the Core team, we have a mandate and a unique opportunity to impact important technical decisions across the company.

Responsibilities
Design, train, and optimize state-of-the-art machine learning models that enable exceptional phone call communication experiences for Google users. Help achieve excellent performance benchmarks to ensure seamless integration into Google's ecosystem.
Create and maintain server-side and Android infrastructure to power the deployment of these ML models.
Collaborate with teams across Google to seamlessly integrate with existing products and uphold Google's privacy standards.
Design and develop APIs that enable other Google products to leverage Duplex's advanced capabilities, while expanding the reach and impact of Duplex across the Google ecosystem.
Partner with engineering and research teams across Google to advance the frontiers of Duplex technology.
Requirements:
Minimum qualifications:
Bachelors degree or equivalent practical experience.
2 years of experience with software development in one or more programming languages, or 1 year of experience with an advanced degree.
2 years of experience in software development, and with data structures/algorithms.
2 years of experience with design and architecture; and testing/launching software products.

Preferred qualifications:
Experience with training and evaluating LLMs
Experience with Android application development.
Experience with building data pipelines for data ingestion, error correction and verification.
Experience with machine learning models - data collection, training and evaluating.
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5 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
Meta is seeking a Research Engineer to join our Large Language Model (LLM) Research team. We conduct focused research and engineering to build state-of-the-art LLMs, which we often open-source, like our teams recent Llama 2. We are looking for strong engineers who have a background in generative AI and NLP, with experience in areas like language model evaluation; data processing for pre-training and fine-tuning; responsible LLMs; LLM alignment; reinforcement learning for language model tuning; efficient training and inference; and/or multilingual and multimodal modeling.
Research Engineer, Language - Generative AI Responsibilities
Design methods, tools, and infrastructure to push forward the state of the art in large language models.
Define research goals informed by practical engineering concerns.
Contribute to experiments, including designing experimental details, writing reusable code, running evaluations, and organizing results.
Adapt standard machine learning methods to best exploit modern parallel environments (e.g. distributed clusters, multicore SMP, and GPU).
Work with a large and globally distributed team.
Contribute to publications and open-sourcing efforts.
Requirements:
Minimum Qualifications
Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience.
Research experience in machine learning, deep learning, and/or natural language processing.
Experience with developing machine learning models at scale from inception to business impact.
Programming experience in Python and hands-on experience with frameworks such as PyTorch.
Exposure to architectural patterns of large scale software applications.
Must obtain work authorization in the country of employment at the time of hire, and maintain ongoing work authorization during employment.
Preferred Qualifications
Master's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience.
A PhD in AI, computer science, data science, or related technical fields.
Direct experience in generative AI and LLM research.
First author publications at peer-reviewed AI conferences (e.g., NeurIPS, CVPR, ICML, ICLR, ICCV, and ACL).
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לפני 9 שעות
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're seeking exceptional Individuals to join us to our R&D team. At Similarweb, you'll innovate fast, collaborate with brilliant minds, solve big problems, work with cutting-edge technologies and data at incredible scales, and make a tangible impact on the world's most innovative companies.

Were looking for a Big Data Engineer to develop and integrate systems that retrieve, process and analyze data from around the digital world, generating customer-facing data. This role will report to our Team Manager, R&D.

Why is this role so important at Similarweb?

Similarweb is a data-focused company, and data is the heart of our business.

As a big data engineer developer, you will work at the very core of the company, designing and implementing complex high scale systems to retrieve and analyze data from millions of digital users.

Your role as a big data engineer will give you the opportunity to use the most cutting-edge technologies and best practices to solve complex technical problems while demonstrating technical leadership.

So, what will you be doing all day?

Your role as part of the R&D team means your daily responsibilities may include:

Design and implement complex high scale systems using a large variety of technologies.

You will work in a data research team alongside other data engineers, data scientists and data analysts. Together you will tackle complex data challenges and bring new solutions and algorithms to production.

Contribute and improve the existing infrastructure of code and data pipelines, constantly exploring new technologies and eliminating bottlenecks.

You will experiment with various technologies in the domain of Machine Learning and big data processing.

You will work on a monitoring infrastructure for our data pipelines to ensure smooth and reliable data ingestion and calculation.
Requirements:
This is the perfect job for someone who:

Passionate about data.

Holds a BSc degree in Computer Science/Engineering or a related technical field of study.

Has at least 4 + years of software or data engineering development experience in one or more of the following programming languages: Python, Java, or Scala.

Has strong programming skills and knowledge of Data Structures, Design Patterns and Object Oriented Programming.

Has good understanding and experience of CI/CD practices and Git.

Excellent communication skills with the ability to provide constant dialog between and within data teams.

Can easily prioritize tasks and work independently and with others.

Conveys a strong sense of ownership over the products of the team.

Is comfortable working in a fast-paced dynamic environment.

Advantage:

Has experience with containerization technologies like Docker and Kubernetes.

Experience in designing and productization of complex big data pipelines.

Familiar with a cloud provider (AWS / Azure / GCP).

Experience with Big Data technologies and common frameworks such as Spark, Airflow, Kafka, Parquet, Databricks, EMR, Kubernetes.
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5 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
We are the teams who create all of Meta's products used by billions of people around the world. Want to build new features and improve existing products like Ads, Video, Groups, News Feed, Search and more? Want to solve unique, large scale, highly complex technical problems? Meta is seeking experienced Software Engineers to join our teams. You can help build products that help us connect the next billion people, create new features that have billions of interactions per day and be a part of a team thats working to help people connect with each other around the globe. Join us!
Software Engineer, Infrastructure Responsibilities
Lead complex technical efforts across many engineers
Design core, backend software components
Code using primarily C/C++, Java, PHP and Hack
Interface with other teams to incorporate their innovations and vice versa
Conduct design and code reviews
Analyze and improve efficiency, scalability, and stability of various system resources
Set direction and goals for the team regarding project impact, product quality and engineering efficiency
Lead major initiatives, projects, teams, roll-outs and phased-releases
Helps onboard new team members, provides mentorship and enables successful ramp up on your team's code bases
Proactively identify and drive changes as needed for assigned codebase, product area and/or systems
Requirements:
Minimum Qualifications
Programming experience in a relevant programming language
Relevant experience building large-scale infrastructure applications or similar experience
Experience with scripting languages such as Python, Javascript or Hack
Experience leading major initiatives successfully
Experience leading projects and teams accordingly
Experience building and shipping high quality work and achieving high reliability
Experience improving quality through thoughtful code reviews, appropriate testing, proper rollout, monitoring, and proactive changes
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
Experience in programming languages such as C, C++, Java
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5 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
We are the teams who create all of Meta's products used by billions of people around the world. Want to build new features and improve existing products like Messenger, Video, Groups, News Feed, Search and more? Want to solve unique, large scale, highly complex technical problems? Meta is seeking experienced full-stack Software Engineers to join our product teams. You can help build products that help us connect the next billion people, create new features that have billions of interactions per day and be a part of a team thats working to help people connect with each other around the globe. Join us!
Software Engineer, Product Responsibilities
Full stack web/mobile application development with a variety of coding languages
Create consumer products and features using internal programming language Hack
Implement web or mobile interfaces using XHTML, CSS, and JavaScript
Work closely with our PM and design teams to define feature specifications and build the next generation of products leveraging frameworks such as React & React Native
Work closely with operations and infrastructure to build and scale back-end services
Build report interfaces and data feeds
Complete medium to large features (each with many tasks) independently without guidance
Proactively identify and drive changes as needed for assigned codebase, product area and/or systems
Requirements:
Minimum Qualifications
Programming experience in a relevant language
Experience building large-scale applications or similar experience
Experience identifying, designing and completing medium to large features independently without guidance
Experience with scripting languages such as Python, Javascript or Hack
Experience building and shipping high quality work and achieving high reliability
Currently has, or is in the process of obtaining a Bachelor's degree in Computer Science, Computer Engineering, a relevant technical field, or equivalent practical experience. Degree must be completed prior to joining Meta
Preferred Qualifications
Exposure to architectural patterns of large scale software applications
Experience in programming languages such as C, C++, Java, Swift, Kotlin
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5 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
We are the teams who create all of Meta's products used by billions of people around the world. Want to build new features and improve existing products like Messenger, Video, Groups, News Feed, Search and more? Want to solve unique, large scale, highly complex technical problems? Meta is seeking experienced full-stack Software Engineers to join our product teams. You can help build products that help us connect the next billion people, create new features that have billions of interactions per day and be a part of a team thats working to help people connect with each other around the globe. Join us!
Software Engineer, Infrastructure Responsibilities
Design core, backend software components
Code using primarily C/C++, Java, PHP and Hack
Interface with other teams to incorporate their innovations and vice versa
Conduct design and code reviews
Analyze and improve efficiency, scalability, and stability of various system resources
Requirements:
Minimum Qualifications
Programming experience in a relevant programming language
Relevant experience building large-scale infrastructure systems or similar experience
Experience identifying, designing and completing medium to large features independently without guidance
Experience with scripting languages such as Python, Javascript or Hack
Experience building and shipping high quality work and achieving high reliability
Currently has, or is in the process of obtaining a Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience. Degree must be completed prior to joining Meta
Preferred Qualifications
Exposure to architectural patterns of large scale software applications
Experience in programming languages such as C, C++, Java
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4 ימים
Google Israel
Location: Tel Aviv-Yafo
Job Type: Full Time
As an organization, Google maintains a portfolio of research projects driven by fundamental research, new product innovation, product contribution and infrastructure goals, while providing individuals and teams the freedom to emphasize specific types of work. As a Research Scientist, you'll setup large-scale tests and deploy promising ideas quickly and broadly, managing deadlines and deliverables while applying the latest theories to develop new and improved products, processes, or technologies. From creating experiments and prototyping implementations to designing new architectures, our research scientists work on real-world problems that span the breadth of computer science, such as machine (and deep) learning, data mining, natural language processing, hardware and software performance analysis, improving compilers for mobile platforms, as well as core search and much more.

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.

Google Research is building the next generation of intelligent systems for all Google products. To achieve this, were working on projects that utilize the latest computer science techniques developed by skilled software developers and research scientists. Google Research teams collaborate closely with other teams across Google, maintaining the flexibility and versatility required to adapt new projects and foci that meet the demands of the world's fast-paced business needs.

Responsibilities
Drive project work by defining the data structure, framework, design, and evaluation metrics for research solution development and implementation. Identify timelines and obtain resources needed.
Identify defined problems/gaps in existing technology and engage stakeholders and leaders to address them.
Lead the research of technology for improving Large Language Model (LLM) efficiency of performing target capabilities or supporting many capabilities, such as novel architectures and improved pre-training.
Collaborate with other Research teams to expand efficient LLM technology.
Collaborate with Google first-party partner teams to deliver new technologies to production.
Requirements:
Minimum qualifications:
PhD degree in Computer Science, a related field, or equivalent practical experience.
2 years of experience leading a research agenda.
One or more scientific publication submission(s) for conferences, journals, or public repositories.
Experience with Large Language Models, NLP, or Generative AI.
Experience with coding.

Preferred qualifications:
1 year of experience leading research efforts and influencing other researchers.
Experience with modern LLMs and generative models, in fields like NLP or multimodality.
Experience with efficiency, modularity or related topics for LLMs.
Experience with GenAI fields.
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