Papers

Researcher

Spotinst

DESCRIPTION

Spotinst is one the largest and most advanced company for cloud work-load automation. We aim to improve performance, reduce complexity and lower compute infrastructure costs.

As a major participant in the cloud optimization field, Spotinst faces many challenges. Our new research team provides solutions for complex core problems, such as usage prediction and resource allocation, handling large amounts of data.  We work closely with the product teams in order to bring state of the art technology to production.

What you’ll do:

  • Find and apply suitable neural network architectures, and evaluate them against current state-of-the-art models
  • Devise better data-driven models for resource-allocation and usage-prediction under constraints
  • Explore existing approaches for time-series prediction, e.g., ARIMA, Prophet
  • Make models that can be applied to Spotinst product development
  • Lay the foundations for research in a fast growing company

REQUIREMENTS

Basic Qualifications:

  • MSc, or Ph.D. degree in CS, EE or a related field (e.g., machine learning, signal processing, data mining and statistics)
  • Publication record in machine learning or related conferences (e.g., NIPS, ICML, ICLR, CVPR,  ICCV, ECCV, ACL, NAACL, EMNLP, and others)
  • Proven experience in the field of machine learning and deep learning
  • Excellent analytical skills
  • Strong coding skills in Python
  • Familiarity with frameworks for deep learning, e.g., Pytorch, Keras
  • Theoretical knowledge in the field of time-series analysis

Postdoctoral at the imaging lab

University of Texas at Austin
An exciting opportunity for graduate and  studies in the US!
Assist. Prof. Jon (Jonathan) Tamir is recruiting Ph.D. students and post-docs for his new imaging lab in the University of Texas at Austin. His research aims to develop algorithms and computational sensing systems for medical imaging,  focusing on MRI. The research involves signal processing and deep-learning techniques. For more details see the website  www.jtsense.com.
Prof. Tamir welcomes candidates from Israel.

Research assistant/engineer

Tel-Aviv University - Department of Bio-Medical Engineering

The Bio-Medical Engineering department at the Tel-Aviv University is seeking a data-scientist/engineer to support data-science related research in the fields of biology and medicine. This includes research in immunology and auto immune diseases, medical images analysis, bioinformation, human behavior monitoring and more.

Roles

The data-scientist will participate in the studies conducted at the department and in guiding students in their projects. S/he will support the collection of data, creation of data-bases, creating the computational environments, implementing applications, and more.

Requirements

Good communication and collaboration skills

Experience in data science research

Experience in installing and maintaining data science development environments

Experience in working with cloud services

Having experience in the Linux environment is a plus

The position is available both for a full time job or a part time job

Are you a Computer Vision and Deep Learning expert with a passion for tackling hard research problems and publishing their innovative solutions at top quality conferences? Are you a visionary that loves to come up with bright new ideas, search and lead them all the way to successful academic and business results? If this describes you, then the AI Multimedia department at the IBM Haifa Research Labs is the right place for you.

Our AI Multimedia team focuses on Artificial Intelligence that specializes in deep learning, computer vision, augmented reality, video analytics and 3D vision to innovate and grow new Research AI assets.
Join us to become an AI Researcher – to be given the freedom to create and embrace cutting edge AI challenges, publish papers in top-tier academic conferences and journals, while helping transforming and solving customer's technological, business and functional requirements.

Major responsibilities
Research, design, implement and evaluate novel computer vision and deep learning algorithms
Collaborate with research groups spread all over the world expanding IBM’s global research assets
Work closely with software engineering teams to drive scalable, real-time implementations
Author and present outstanding research academic publications in top academic venues.

Position location: Tel Aviv or Haifa site.

Introduction:

Required Technical and Professional Expertise

MSc or PhD in the field of Computer Vision, Machine learning or related domains
knowledge of and experience in state-of-the-art computer vision and machine learning and deep learning technologies
experience in understanding and implementing computer vision algorithms using open-source and self-developed code

Preferred Technical and Professional Experience

Publications at top quality peer-reviewed conferences or journals (e.g. CVPR, NIPS, AAAI, ICCV, ECCV)
Proven track record of innovation in creating novel algorithms and advancing the state of the art
Experience working with major Deep Learning platforms (e.g. TensorFlow, Keras, PyTorch)

Researcher Student

Microsoft

Research Intern – Microsoft’s Machine Learning Recommendations Team

The recommendation team in Israel is a fast growing team responsible for designing and building recommendations algorithms for a wide array of Microsoft products such as Xbox Games, Movies, Music, Microsoft Store, and much more. We develop cutting edge machine learning algorithms that serve hundreds of millions of users around the globe. Our team is looking for research interns to join one of the best machine learning group in Israel.

Responsibilities include: Working with world class machine learning researchers and data scientists. Help developing real-world machine learning algorithms serving millions of users worldwide. Developing recommender systems for Microsoft Store, Xbox games and movies. Working with big data. Statistical analysis of data. Extracting insights from data. Data manipulations (filtering, data transformations, etc.). Writing and publish academic papers in top tier machine learning and data mining conferences.

Qualified candidates meet the following requirements:

  • MS/PhD student preferably in the fields of machine / deep learning with applications for Recommender Systems / Natural Language Processing / Speech and Audio Analysis / Computer Vision or related.
  • Hands on experience working with large data sets.
  • Good knowledge of machine learning algorithms and techniques.
  • Good knowledge of statistics.
  • Excellent coding skills. Familiarity with Pytorch / Tensorflow is a plus.
  • Ability to work at least 3 days a week (ability to work full time is a BIG plus).
  • Team player and enthusiastic.

Microsoft is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, sex, sexual orientation, gender identity or expression, religion, national origin or ancestry, age, disability, marital status, pregnancy, protected veteran status, protected genetic information, political affiliation, or any other characteristics protected by local laws, regulations, or ordinances.

We greatly encourage and welcome qualified candidates who happen to have disabilities to apply for jobs in our company

All Intern positions will be required to pass the Microsoft background check upon hire

Artificial Intelligence is playing an increasing role in sales organizations of all sizes. Enterprises communicate with customers over phone, on email, in chats. Salespeople rely on AI to analyze the growing data and provide actionable insights. For example: which deal could be at risk? what challenges my competition? Which email is more important to read first? What do I need to know before my meeting? And many other scenarios that we can’t yet make public!

Dynamics for Sales is a huge and healthy business already, and we are building a big team which centralizes its AI capabilities, and take them to the next level. We analyze a variety of data types: text, speech (voice), structured data; we build models which give actionable and timely insights; and work on advanced personalization and customization to empower sales people to excel.

 

Work and Responsibilities

As a scientist you will be a member in a team of scientists. You will:

  • Work on machine learning models in one or more of the following areas: natural language processing, personalization and recommendations, models on structured data, time series analysis.
  • Develop new methods and use existing methods to create useful product features.
  • Engage with product managers and with customers, to thoroughly understand business problems and design AI solutions accordingly.
  • Collaborate with researchers and practitioners around the company.
  • Represent the team in external and internal forums.

We provide the scientist with top-notch opportunities to work, grow, learn, as well as engage in academic activities such as publications and conferences, patenting, giving talks, traveling to customers and collaborators.

Qualifications

  • PhD/MSc in computer science, electrical engineering, information systems, mathematics or physics, with 1+ year of meaningful experience.
  • Interest in product, customers, the business behind the product and how they influence the algorithm.
  • Passion to solve problems in the field of large-scale data analytics.
  • Ability to balance creativity and execution.
  • Ability to code in high level languages (e.g., C#, Java), as well as scripting (e.g., SQL, Python).
  • Experience in AI projects that reached maturity – a strong plus.
  • Team player, communicative, highly motivated, innovation-oriented, can-do attitude.

We are seeking an excellent candidate for a postdoctoral fellowship position. The research is interested in assessing new biomarkers elaborated from physiological time series and demographic information for assessing the causal link between obstructive sleep apnea (OSA) and the development of cardiovascular conditions (CVD). Better phenotyping of individuals that may develop CVD as a result of OSA will support clinical decision making for diagnosis and treatments routes. The work will involve working with large datasets (6000+ patients) of polysomnography data (overnight recordings) provided by different partnering medical institutions. The AIMLab. is computationally oriented and therefore candidates are required to have good computational abilities and programing skills. A typical candidate for this position is a PhD in machine learning with an interest in applying his/her skills to the medical field. The candidate will obtain a full stipend and travel to present his/her work at international conferences.

Research Title

Biomarkers for Obstructive Sleep Apnea Phenotyping.

Application Deadline

Open Until Filled.

REQUIREMENTS

Candidates are required to have good computational abilities and programing skills.

Main Disciplines

Biomedical Engineering.

Disciplines

Sleep Medicine, Machine Learning, Big Data.

At Mobileye we know that the idea of a fully autonomous car is no longer science fiction, but a reality that we can make happen! We have spent more than 15 years developing the world's most advanced driver assistance systems and becoming a global leader in computer vision and machine learning.
Be part of the driving revolution!

What will YOU do?

Our company has an amazing algorithms department, where you can develop yourself and interact with top experts.

The position offers an opportunity to develop and lead solutions of challenging algorithmic problems in the field of computer vision and machine learning.

A Deep Learning Researcher & Engineer in the algorithms department will be involved in some or all of the following tasks:

  • Prototyping a solution for a complex computer vision problem.
  • Modeling, training and deploying Deep Neural Networks.
  • Efficiently implementing a module in C++ / Python.
  • Analyzing massive amounts of data to identify a problem root cause.

Desired Background

  • Excellent BSc & MSc graduates in Computer Science or related fields from leading institutions.
  • Experience in developing DNN for Computer Vision tasks.
  • Experience in developing Data Science algorithms.
  • Python hands-on experience with deep-learning frameworks.
  • Experience with C++.
  • Experience with Pandas, Numpy, etc. – Advantage.
  • Experience with data pipelines – Advantage.
  • Experience working on a cloud environment – Advantage.

Preferred Qualifications

  • Ability to quickly learn new technologies.
  • Proven ability to own and execute complex tasks, under tight schedules and dynamic conditions.

ML Researcher

LogMeIn

INTRO

Looking for your next deep learning challenge? Have a passion for speech-to-text technology? Want to work with the best voice-tech talents in Israel? We’re your next career stop!

LogMeIn simplifies how people connect with each other and the world around them to drive meaningful interactions, deepen relationships, and create better outcomes for individuals and businesses. LMI is one of the world’s top 10 public SaaS companies – and launching a new AI Center of Excellence in Herzliya that will conduct research and development for the entire LogMeIn portfolio of products – Speech-to-text, NLP, NLU and more.  You’ll join a world-class team that keeps pushing the limits as we work to establish the finest AI teams in Israel!

What’s it like to work for us?  Imagine a small and cozy startup, backed by a global tech leader. We offer competitive compensation, office perks, ability to participate in global hackathons, happy hours, work-life balance, personal growth plans, volunteer work and more!

YOUR IMPACT

-> Your research and outcomes will help millions to become more effective in their everyday work and communication.

-> You would be part in solving big-world problems

ABOUT YOU

-> A curious sort, always embracing learning in a fast-paced and demanding environment.

-> You want to invest in personal development and be all you can be.

YOU WILL

-> Report to the head of research in Herzliya.

-> Work in a research team that develops a state-of-the-art Speech Recognition Engine;

-> Implement and evaluate novel approaches and methods for enhancing the recognition accuracy and/or expedite performance;

-> Investigate adaptation techniques for various scenarios;

GREAT TO HAVES:

-> MSc in Computer Science, Mathematics or Electrical Engineering;

-> Practical experience with Machine Learning and Deep Learning;

-> Proficiency in at least one of the following languages: C/C++, Java, Python;

-> Ability to carry out research independently, or in collaboration with 1-2 other researchers.

-> Love for music

NICE TO HAVES:

-> Knowledge and experience with Automatic Speech Recognition (toolkits like Kaldi or HTK);

-> Knowledge and experience with Deep Learning frameworks such as TensorFlow, PyTorch or Keras;

-> Experience with statistical language processing.

WE WILL:

Make sure partnering with us proves to be your best career move.

Computer Vision Scientist

Amazon AWS Rekognition

Amazon AWS Rekognition is looking for Full-Time Applied Scientists!

Join a new team of talented scientists, and research with us cutting edge computer vision and machine learning solutions.
Academic publications within the team are highly encouraged.

Requirements:
– M.Sc. or PhD in machine learning / computer-vision / data-science and/or related fields
– Python hands-on experience with deep-learning frameworks
– Experience with Unix environment is preferred

We have open positions both in Tel-Aviv (Sarona) and Haifa (Matam).

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