Senior Research Scientist – Multimodal Machine Learning
Mountain View, CA
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Samsung Research America
For more than 70 years, Samsung has been at the forefront of innovation. Our discoveries, inventions and breakthrough products have helped shape the history of the digital revolution. We continue to expand our global reach and open new...Title: Senior Research Scientist – Multimodal Machine Learning
Company: Samsung Research America (SRA)
Lab: Artificial Intelligence Center
Location: Mountain View, CA
Position Summary:
The AI center at Samsung Research America (SRA), located in Mountain View, CA, is looking for an outstanding and highly self-motivated researcher/engineer. We are looking for candidates with machine learning and deep learning background. You will work with a team of research scientists and engineers tackling real-world problems involving Samsung’s Artificial Intelligence initiatives. You will be involved in very promising team projects with talented people at Samsung. You will benefit a lot by working in a fun and creative environment. The AI research center is a key part of Samsung’s global R&D effort and aims to have influence on future Samsung products reaching hundreds of millions of users worldwide.
Common Essential Duties & Responsibilities:
- Develop and implement novel deep learning/reinforcement learning algorithms for a variety of artificial intelligence problems, including semantic understanding of multimodal data (visual+voice, sensor+voice, visual+sensor, etc.), natural language processing, visual understanding, audio and speech signal processing, etc.;
- Apply machine learning algorithms onto various domains (e.g., AR, robotics, health, home);
- Generate creative solutions (patents) and publish research results in top conferences (papers);
Background / Experience:
- Experience in deep learning technologies on natural language processing (e.g., language modeling, semantic parsing, natural language generation, etc.);
- Experience in deep learning technologies on computer vision (e.g., scene understanding, object detection, etc.);
- Experience in machine learning, deep learning and digital signal on audio and speech processing (e.g., sound separation, sound denoising, automatic speech recognition, etc.);
- Experience in multimodal deep learning technologies (e.g., multimodal representation learning and multimodal fusion network architecture design and architecture search, etc.);
- Experience in deep learning technologies (e.g, Transformer, CNN, RNN, Seq2seq, etc.);
- Strong background in machine learning (generative model, discriminative model, neural network, transfer learning, GAN, one-shot or few shot learning, unsupervised learning, semi-supervised learning, weakly supervised learning, meta-learning, outlier detection, etc.);
- Proficiency in a neural network library (e.g., TensorFlow, PyTorch, etc.);
- Proven track record of research/publications on machine learning and artificial intelligence field (NeurIPS, ICLR, AAAI, CVPR, ICCV, ECCV, ACL, EMNLP, ICASSP, etc.);
Necessary Skills / Attributes:
- Team work and communication skills are required
- PhD. in CS, EE, or related field is required
Additional Information
For U.S. Candidates Only: SRA has adopted a COVID-19 vaccination policy to safeguard the health and well-being of our employees and visitors. As a condition of employment, all employees based in the U.S. are required to be fully vaccinated for COVID-19, unless a reasonable accommodation is approved or as otherwise required by law.
Work Hours
Incumbent must make themselves available during core business hours.
Travel Requirements
This position requires the incumbent to travel for work 10% of the time.
Physical Requirements
This position will be performed in an office setting. The position will require the incumbent to sit and stand at a desk, communicate in person and by telephone, frequently operate standard office equipment, such as telephones and computers, and reach with hands and arms.
EEO Statement
Samsung is committed to encouraging a diverse workplace and proud to be an equal opportunity employer. As we highly value diversity in our current and future employees, we do not discriminate (including in our hiring and promotion practices) based on race, religion, color, national origin, gender, gender expression, sexual orientation, age, marital status, veteran status, disability status or any other characteristic protected by law.
If you have a disability or special need that requires accommodation, please let us know.
All your information will be kept confidential according to EEO guidelines.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Computer Vision Deep Learning EMNLP ICLR Machine Learning NeurIPS NLP PhD PyTorch R R&D Research RNN Robotics TensorFlow
Perks/benefits: Conferences
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