דרושים » אלגוריתמים » Research Scientist - FAIR

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3 ימים
Meta
Location: Tel Aviv-Yafo
Job Type: Full Time
Meta is seeking Research Scientists, at all experience levels, to join our Fundamental AI Research (FAIR) team, an organization focused on making research breakthroughs in AI. Individuals in this role are expected to be world-leading experts in research areas such as ML theory, responsible AI, reinforcement learning, computer vision, audio, and/or NLP.
Research Scientist - FAIR Responsibilities
Perform research to advance the science and technology of intelligent machines
Perform research that enables learning the semantics of data (images, video, text, audio, codegen, and other modalities)
Work towards long-term ambitious research goals, while identifying immediate milestones
Influence progress of relevant research communities by producing publications
Open source high quality code and produce reproducible research
Requirements:
Minimum Qualifications
Currently has or is in the process of obtaining a PhD degree in the field of Computer Science, relevant technical field, or equivalent practical experience. Degree must be completed prior to joining Meta
Research background in machine learning, artificial intelligence, computational statistics, applied mathematics, or related areas
Research publications reflecting experience in theoretical or empirical research
Experience in developing and debugging in Python or similar programming languages
Experience in analyzing and collecting data from various sources
Must obtain work authorization in country of employment at the time of hire, and maintain ongoing work authorization during employment
Preferred Qualifications
Experience collaborating in a team environment on research projects
Research and engineering experience demonstrated via grants, fellowships, patents, internships, work experience, and/or coding competitions.
First-authored publications at peer-reviewed conferences, such as ICML, NeuRIPS, ACL, EMNLP, ICLR, FacCT, CCS, IEEE S&P, and other similar venues
Experience communicating research for public audiences of peers.
Experience solving complex problems and comparing alternative solutions, tradeoffs, and diverse points of view to determine a path forward.
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דיווח על תוכן לא הולם או מפלה
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3 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.

Our team focuses on developing foundation models for remote sensing (i.e., satellite, aerial) imagery. We aim to simplify and enhance various remote sensing tasks including land use/land cover segmentation, object detection, and change detection for use by Google teams and external partners. We also investigate natural language interfaces for remote sensing imagery through vision-language models and tasks such as captioning and visual question answering.

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
Explore research directions, generate hypotheses and perform rigorous experimentation in several sub-domains (e.g., pre-training recipes, multi-modality, temporal sequences).
Contribute to shaping the team's roadmap, help prioritize research directions, with focus on innovation and usability.
Work with other researchers across Google to connect multiple geospatial efforts.
Help teams use foundation models and optimize its use on their tasks.
Advise and mentor team members.
Requirements:
Minimum qualifications:
PhD degree in Computer Science, a related field, or equivalent practical experience.
Experience in building computer vision models using machine learning techniques.
Experience leading a research agenda.
One or more scientific publication submission(s) for conferences, journals, or public repositories.

Preferred qualifications:
Experience building, tuning, evaluating, and using foundation models.
Experience with Remote Sensing data (e.g., multi-spectral, hyper-spectral, SAR) and Google Earth Engine.
Excellent software engineering skills using Python or C++.
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דיווח על תוכן לא הולם או מפלה
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מודים לך שלקחת חלק בשיפור התוכן שלנו :)
3 ימים
WIX
Location: Tel Aviv-Yafo
Job Type: Full Time
Were looking for a talented AI research team lead for the Data Science group, to help us develop advanced AI solutions that will empower impactful projects across Wix. The Data Science group leads the AI research and innovation efforts of the company, and is focused on pushing AI boundaries to enhance the product, optimize processes, and deliver personalized experiences.

Lead a team of AI researchers

Manage and conduct advanced hands-on research projects that will impact 250M+ users

Leverage the latest advancements in LLM customization, multimodal models, knowledge representation, and conversational AI

Build horizontal AI capabilities to be used across Wix

Work on strategic projects for the company

Collaborate with other internal departments to drive impactful data-driven projects
Requirements:
5+ years of experience in data science, with experience in managing full-cycle projects from initial concept to production deployment

PhD in Computer Science, Data Science, Statistics, Mathematics or a related field

Comprehensive understanding of machine learning and deep learning principles and techniques, including hands-on experience

Specialized expertise in NLP (Transformers, LLMs) and computer vision (multimodality is an advantage)

Ability to write production-ready code

Publications and talks at leading conferences - an advantage
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