NLP

About our company

By 2025, we want to provide 10,000,000+ people, working for the world's leading organizations, with cutting-edge skills and create a nimble workforce ready to compete in the 21st century. We at Retrain.ai, see a world where people can work alongside machines, and not be displaced by them, where automation and AI help create and identify the jobs of the future.

What role are we seeking?

Data Scientist NLP expert

Description

Our team is looking for a brilliant and experienced data scientist to join our top talent team of and data scientists and leverage skills such as automatic knowledge-based understanding, entity recognition, and graph representations to the edge, by using NLP models such as state-of-the-art transformers to integrate diverse data sources, and ambitiously generating the world’s first multi-dimensional people-skills-jobs space. Lead and conduct research and production-grade implementation of novel technologies working alongside a multi-disciplinary team of software engineers and product specialists, Ph.D. and M.Sc. backgrounds, and many years of domain experience.

Requirements

  • At least MSc in Computer Science or equivalent
  • At least three years of experience as a researcher
  • Experience in deep neural networks, especially in transformer architecture and graph embeddings
  • Full working Proficiency with open source ML frameworks such as TensorFlow or PyTorch
  • Python Master with a hands-on attitude
  • Good interpersonal, problem-solving & logical reasoning skills

We are looking for a Team Leader to join our Machine Learning (ML) Research group. 

Machine Learning Research at Vimeo is focused on unlocking opportunities for ML to make an impact, both to existing teams and products, as well as novel opportunities. We work with a wide selection of algorithms, to understand Users and Videos, based on various signals such as text, video and analytics.

In this role, you will lead a team to create an impact with ML from idea to production by developing the full cycle of Machine Learning models, in Computer vision, NLP and audio from research to production.

What you’ll do:

  • Lead a team of researchers and engineers, provide mentoring and be responsible for professional growth.
  • Work with product managers, to explore ML applications, and make the right connection between research and application to deliver value.
  • Lead discovery and definition of goals and KPIs, for projects and team for the team. 
  • Overseeing a full cycle of algorithmic development for various tasks in fields of : Computer Vision, NLP and Audio.
  • Perform literature research and evaluation of state of the art methods for various tasks in fields of : Computer Vision, NLP and Audio.
  • Partner with relevant teams to deploy and apply research outcomes, as well as monitor KPIs and model performance in production.
  • Create an environment where the team is constantly learning and teaching others on the state of the art AI technologies, and taking an active part in driving AI innovation across the organization.

 

Skills and knowledge you should possess:

  • M.Sc or relevant industry experience with a focus on machine learning or related areas.
  • At least 3 years experience in leading algorithmic teams, proven ability to hire and build teams.
  • In-depth knowledge of deep learning with at least one of the following areas:
    Natural Language Processing, Computer Vision, Recommendation Systems, Search, Personalization, Reinforcement Learning.
  • Strong understanding of the production aspects of machine learning models.
  • Proven ability to set goals and Strong understanding and experience with Agile and OKRs methods. 
  • Good communication skills and ability to collaborate with global teams. 

Bonus Points:

  • Experience Video Analysis.
  • Familiarity with experiment management platforms, KubeFlow, ClearML, etc.

About us:

Vimeo is the world’s leading all-in-one video software solution. Our platform enables any professional, team, and organization to unlock the power of video to create, collaborate and communicate. We proudly serve our growing community of over 200 million users — from creatives to entrepreneurs to the world’s largest companies.

Vimeo is headquartered in New York City with offices around the world.  At Vimeo, we believe our impact is greatest when our workforce of passionate, dedicated people, represents our diverse and global community. We’re proud to be an equal opportunity employer where diversity, equity and inclusion is championed in how we build our products, develop our leaders, and strengthen our culture.

We are looking for an Algorithm developer to join our Machine Learning (ML) Research team.

The Machine Learning Research team at Vimeo is focused on unlocking opportunities for ML to make an impact, both to existing teams and products, as well as novel opportunities. We work with a wide selection of algorithms, to understand Users and Videos, based on various signals such as text, video and analytics.

In this role, you will be a key contributor in developing the full cycle of Machine Learning models, in Computer vision, NLP and audio from research to production.

What you’ll do:

  • Perform literature research and evaluation of state of the art methods for various tasks in fields of : Computer Vision, NLP and Audio.
  • Conduct a full cycle of development from problem definition, to optimizing solutions, for given constraints like performance and scalability.
  • Be part of a cross functional team, exploring and evaluating potential impact to the problem in hand.
  • Partner with relevant teams to deploy and apply research outcomes, as well as monitor KPIs and model performance in production.
  • Learn and teach others on the state of the art AI technologies, take an active part in driving AI innovation across the organization.

Skills and knowledge you should possess:

  • B.Sc/M.Sc or relevant industry experience with a focus on machine learning or related areas.
  • At least 2 years industry experience in applying machine learning to real-world problems.
  • Strong programming skills and experience in Python.
  • In-depth knowledge of deep learning with at least one of the following areas:
  • Natural Language Processing, Computer Vision, Recommendation Systems, Search, Personalization, Reinforcement Learning.
  • Strong understanding of the production aspects of machine learning models.
  • Good communication skills and ability to work in a cross-functional team.

Bonus Points:

  • Experience Video Analysis.
  • Familiarity with Engineering operation tools, such as Docker, Cloud, Jenkins, etc.
  • Familiarity with experiment management platforms, KubeFlow, ClearML, etc.
  • Experience with Deep Learning Frameworks such as TensorFlow, Pytorch

Writing is how business gets done in the modern customer lifecycle. And effective writing is more than just getting spelling and grammar done right; it's about forming a connection, shaping a relationship, convincing, responding, and, consequently, achieving your intended objectives.

At Pragma we are building a world class technology team, with the mission of providing communication superpowers to sales and customer teams that want to radically improve their business performance. Our team is made up of experienced innovators and successful serial entrepreneurs that work together to break boundaries and deliver outstanding products that customers love.

About this role:

The NLP researcher will work closely with our CTO on our core language understanding and generation technologies, powering the next generation of assistive features for business professionals.

Responsibilities:

  • Conceptualize and develop innovative NLP applications as well as continually improve existing NLP applications

  • Modifying and optimizing Pragma's current NLP models

  • Prototype, build, and deploy new models to serve as the core of new product features

  • Staying up to date with the latest research trends that could improve Pragma's product

Requirements:

  • Masters degree or Ph.D. in Computer Science or a Machine Learning related degree; or equivalent work experience in the field

  • 3+ years NLP applied research experience, preferably experience applying NLP research to real-world problems in the industry

  • 2+ years of experience building production NLP models, and deploying them to solve inference challenges at scale

  • Experience with ML Ops, continuous integration and deployment (CI/CD) frameworks. (Advantage)

About you:

  • Passionate and curious by nature, and interested in pushing the boundaries of what's possible

  • You love problem solving, on your own, and with others

  • You engage in dialogue, not debates

  • Share your mistakes as teachable moments

  • Self-motivated and independent learner

The IBM Language and Conversation research team is looking for  an enthusiastic AI researcher who majored in Deep Learning NLP to help us craft the future of IBM products and services, and push the boundaries on the state-of-the-art in language understanding, conversational systems and language generation.

Working as part of our team means you can bring your ideas to life through the full cycle of defining the research challenge, working with real data, performing the research, and innovating to solve and implement it. You will publish your research in top conferences, deliver it, and watch it come to life in the field.
If you love to create innovative algorithms, are passionate about applying technology to real-life problems, think out-of-the-box, and are interested in joining a group of top researchers solving challenging problems – your place is with us!

Job responsibilities

  • Conducting research in the area of language and conversation, advancing the state of the art, and publishing in top AI conferences
  • Initiating and leading new strategic research directions through a full lifecycle of inception, validation, experiments and implementation.
  • Efficiently implementing algorithms, defining data sets and benchmarks and running experiments on real data
  • Constantly reviewing relevant literature to identify emerging methods or technologies and current best practices
  • Following the market, products and understanding customer needs, to find innovative solutions to real customer problems.
  • Developing algorithms as software components and supporting their integration into IBM products

Why join us now?
Now is your chance to influence the next generation of conversational systems and language research.

Required Technical and Professional Expertise

  • PhD or MSc in computer science or related fields
  • Excellent academic record in the fields of Natural Language Processing and Deep Learning, Machine Learning, or Reinforcement Learning
  • Work experience in the above fields is an advantage
  • Deep and broad understanding of foundations up to state-of-the-art machine learning and deep learning techniques, including hands-on experience with deep learning frameworks. Experience in designing deep learning architectures, as well as implementing in a real-world setting.
  • Familiarity with NLP concepts and related tasks, such as language modeling, machine translation, summarization.
  • Hands on experience in writing code in Java and Python
  • Innovative thinking, creativity, and self-learning

Preferred Technical and Professional Experience

Extra points for

  • Excellent programming and engineering skills
  • Expertise in Knowledge Representation (semantic models, knowledge graphs, etc.) and reasoning

Acumen is a start up company aiming to improve software development.

Form machine learning perspective, we conduct research in weakly supervised learning, causality, and nlp.

We work on a wide area of problem and use many methods.

The role involves end-to-end research –

identification of the business need, product definition, conducting the research, implementing the feature and delivering it to production.

The role is suitable for developers with no background that would like to enter the field.

Our goal is to transform such candidate into researchers.

NLP Data Engineer

Elbit Systems

OriginAI, is a new innovative AI center, the result of a collaboration between Axon Vision, Nvidia and Elbit Systems, that was established to address challenges at the forefront of AI research at national scale
The AI Center, located at Tel-Aviv, will engage in research and development in the areas of Vision, Speech and NLP with the aim of producing world-class groundbreaking capabilities in these areas
The center is well funded with direct access to the most advanced computing resources in the industry

Job Description

Working closely with the with the NLP Researches, an NLP Data Engineer will be a part of the research and development cycle, facilitating the processes of data management, acquisition, cleansing, processing and annotation

Responsibilities

  • You are a multi-task, resourceful imaginative data engineer, practicing a can-do approach and willing to learn something new every day. You are enthusiastic about understanding human language through text and data. You are ready to jump in at any time and wear many hats because
  • you have the best tech skills.
  • Most of your responsibilities are (but not limited to):
  • Design, build, and test pipelines and platforms to streamline the development of NLP DL/ML models
  • Acquiring, processing and manipulating textual and other relevant data to produce valuable Data Sets used for training NLP models
  • Designing and executing of the Data Labeling and Data Enrichment processes
  • Dealing with extensive Data Sets, developing efficient ways for data storing and serving
  • Managing Big Data repositories and indexes

Requirements:

  • B.Sc in Computer Science or is a graduate of a military technology unit
  • 2-3 years’ experience as an NLP Data Engineer
  • 2+ years programming in Python
  • Experience in Pandas, Spacy, NLTK and Gensim
  • Experience working with large volumes of data and distributed systems (Hadoop, Spark)
  • Analytical mind with a problem-solving attitude
  • Quick learner, a team player, independent and motivated individual
  • Able to multitask, prioritize, and manage time efficiently
  • Excellent interpersonal relationship skills

Advantage

  • Experience in Machine Learning or Deep learning framework as Scikit-learn, Pytorch, Tensorflow
  • Understanding of NLP techniques for text representation, semantic extraction, data structures and modeling
  • Experience with the ELK stack and NoSQL Databases
  • Previous experience in other AI based products (voice, image)
  • Knowledge in Apache AirFlow or other ETL frameworks
  • Knowledge in Scripting and Automation – Jenkins, Groovy

NLP Applied Researcher

Elbit Systems

OriginAI, is a new innovative AI center, the result of a collaboration between Axon Vision, Nvidia and Elbit Systems, that was established to address challenges at the forefront of AI research at national scale
The AI Center, located at Tel-Aviv, will engage in research and development in the areas of Vision, Speech and NLP with the aim of producing world-class groundbreaking capabilities in these areas
The center is well funded with direct access to the most advanced computing resources in the industry

Job Description:

We are looking for an experienced applied researchers to join and bring up our new Natural Language Processing group. The role involves the entire applied research flow, starting from literature surveys, innovation, AI development and solution deliveries for various real life challenges in the fields of NLP, Machine Learning and Deep Learning
We provide a unique opportunity to work independently within a growing top talented team, stay up to date with the latest academy papers/conferences, and work on state of the art solutions for extreme challenges
Our new unique AI center will allow you to expand your comfortable zone and work on multi-modalities problems together with Vision and Audio groups

Requirements:

  • Ph.D / M.Sc. in Computer Science
  • Experience in Deep Learning and Machine Learning, specifically in neural NLP (NMT, Transformers, BERT, GPT)
  • Hands on experience in Python packages for Deep Learning (Pytorch/TensorFlow), Machine Learning (Scikit-Learn), NLP (SpaCy, NLTK, Gensim)
  • Knowledge and experience in NLP approaches for translation, topic detection, emotion detection, user profiling, link/entity extraction, summarization, question answering and sentiment analysis
  • Deep understanding of ML fundamentals and modern Deep Learning approaches to NLP
  • Team player with good communication skills, both verbal and written
  • Ability in self-learning and entering new domains.

Advantage

  • Team lead or Tech lead experience
  • Experience in multilingual/cross-lingual NLP approaches
  • Experience in Graph based algorithms
  • Experience in multimodal deep learning

At Globality, we’re proud to embody the core values of innovation, collaboration, and trust in both our culture and product.

We’re creating ground-breaking technology utilizing a world-class, AI-powered Platform that revolutionizes how businesses buy and sell services. We are an open, inclusive, and diverse organization and our employees are at the heart of the great products we create.

We’ve raised over $310M an are supported by an impressive group of prominent investors, including Al Gore and SoftBank Vision Fund. Our co-founders, Joel Hyatt and Lior Delgo, are seasoned entrepreneurs who bring an extensive business-building experience to our organization. Our impressive board includes Dennis Nally (former Global Chairman of PwC), and Ron Johnson (former SVP of Apple).

We’re excited to deliver the best in both innovative technologies and customer-focused experiences to realize our mission of creating a more inclusive global economy. Come help us build something great!

Role Summary:

We are looking for a top NLP research scientist, who is seeking to innovate, exhibit strong ownership and accountability, and work with colleagues in Israel and abroad, as we continue to improve our ground breaking platform. Your role will be that of the applied researcher, but also that of the hands on innovator and the product and business facilitator. You’ll be leading projects from ideation, through solutioning using AI techniques, to deployment.

We're looking for a self-learner and a team player to help us set up and grow the new Tel-Aviv office! If you have extensive experience dealing with real world NLP problems, are well versed with deep networks and ML core – we want you!

What you will be doing:

  • Researching: take on a problem area, ingest and evaluate state of the art solution approaches, become the in-house expert on the subject and how to utilize it for our needs
  • Innovating: solve tough NLP problems, work with big data, small data and common sense to create out of the box solutions.
  • Collaborating: be a primary contributor to the design and implementation of our core NLP-powered products. Work with other data scientists, as well as with engineers, product and sales to drive products from ideation to deployment.
  • Learning: our offices span the globe, and you’ll be learning from, and also teaching, other veteran data scientists and engineers.

 What we're looking for:

  • PHD/ M.Sc. in Computer Science/Mathematics/Physics/Engineering or equivalent relevant field
  • At least 2+ years of hands on experience working as an NLP Data Scientist.
  • Diverse experience with ML, having worked with deep networks, model development, statistics, data visualization, optimization, and software development.
  • Proficiency with Python data stack: Numpy, Pandas, Scikit-Learn, PyTorch or Tensorflow.
  • Familiarity with modern NLP techniques (BERT, GPT-2 etc.), and modern NLP libraries e.g spaCy, torchtext, (pytorch)-transformers (GPT II, XLNet, BERT)
  • Experience collaborating cross functionally in the development of machine learning products (e.g. FE and BE Engineering, Product, Sales, etc.)
  • Self-starter, independent and innovative
  • Great English communication skills, both written and verbal.

We are an equal opportunity employer. We believe diversity makes teams better and that discrimination based on race, gender, or anything else is self-defeating.

Do you have a passion for discovering solutions hidden in data and working with stakeholders to improve business outcomes?

LawGeex research team is responsible for discovering, developing and implementing cutting-edge NLP analysis on legal text. Our AI-based solution has already proved higher accuracy than the average lawyer. If you consider yourself a curious, creative Data Scientist, you might be the perfect fit for our team.

Key responsibilities include:

Research and development of NLP solutions to legal questions using cutting-edge technology and deep learning models. Dive deep into data, analyze patterns, identify the weaknesses of our existing models and suggest creative approaches to challenging NLP problems. Develop POCs for new ideas and integrate your code to see your ideas through all the way to the finished product.

The ideal candidate is adept at using data sets to find opportunities for product and process optimization and using models to test the effectiveness of different courses of action.

Requirements:

  • MSc or Ph.D. in computer science or other quantitative fields of study
  • Practical experience in the following technologies:
    • 5+ years of experience in Machine Learning including at least 1 year in Deep Learning algorithms
    • 2+ years of experience in NLP
    • Statistics, Python
  • Strong programming skills – a plus
  • Proven track record of delivering AI-powered projects
  • Ability to sift and analyze data from multiple angles, looking for trends that highlight problems or opportunities 
  • Organized, self-disciplined and have the ability to work independently
  • Creative and thinks outside the box
  • Ability to multitask and work under pressure
  • A team player with great interpersonal skills
  • Excellent English (speaking, reading, and writing)
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