17 days old

Research Scientist AI/ML

Intel
Atlanta, GA 30303
  • Job Code
    JR0222627
Job Description

Multimodal Dialog and Interactions (MDI) Team within Intelligent Systems Research Division in Intel Labs focuses on inter-disciplinary research at the intersection of AI and HCI to create Human/AI collaborative systems that can amplify human potential and create sustainable and transparent AI solutions. We utilize multi-modal signals (e.g. vision, audio, speech, language , physiology) and AI to infer and predict human state and actions and enable physically situated recognition, dialog and interactions. We conduct fundamental and applied research in the context of vertical domains including manufacturing, education, enterprise, and assistive computing for people with disabilities.
Intel Labs is an industry-leading research organization, responsible for driving Intel's technology pipeline, product innovations, and creating new opportunities. The mission of Intel Labs is to deliver breakthrough technologies to fuel Intel's growth. This includes identifying and exploring compelling new technologies and high risk opportunities ahead of business unit investment and demonstrating first-to-market technologies and innovative new usages for computing technology. Intel Labs engages the leading thinkers in academia and industry in addition to partnering closely with Intel business units.

MDI is looking for a full time Researcher with experience in machine learning and/or human computer interaction domain who can lead research projects being conducted in one or more of MDI's focus areas. The successful candidate will be working on developing interactive learning systems with one or more of modalities such as speech, language, vision, or physiology. Current projects span across vertical domains like smart education, enterprise collaboration or manufacturing augmentation. In this position you will have the opportunity to conduct independent research on building multimodal learning systems and applications. Typical work would span across running data collection and annotation experiments via crowdsourcing, developing, optimizing and deploying deep learning models with limited data, and developing and applying techniques such as few shot learning and model interpretation methods to support decision making. You will be researching fundamental concepts and methods for mixed-initiative learning systems, building and evaluating systems, and proofs-of-concept that will allow for the deployment of scalable approaches in real settings. This research will enable validation of the ideas and the publication of findings in both internal and external venues.

 

Inside this Business Group Intel Labs is the company's world-class, industry leading research organization, responsible for driving Intel's technology pipeline and creating new opportunities. The mission of Intel Labs is to deliver breakthrough technologies to fuel Intel's growth. This includes identifying and exploring compelling new technologies and high risk opportunities ahead of business unit investment and demonstrating first-to-market technologies and innovative new usages for computing technology. Intel Labs engages the leading thinkers in academia and industry in addition to partnering closely with Intel business units.

Behavioral traits:

Excellent verbal and written communication skills
 

This is an entry level position and compensation will be given accordingly.


Qualifications

You must possess the below requirements to be initially considered for this position. Preferred qualifications are in addition to the requirements and are considered a plus factor in identifying top candidates. Experience listed below would be obtained through a combination of your schoolwork and/or classes and/or research and/or relevant previous job and/or internship experiences

Minimum Qualifications:
The candidate must possess a Ph.D. degree in Computer Science, Computer Engineering, or any related field.

 

1+ year of experience in below areas:

  • Deep Learning, i.e. Spoken Dialog Systems, Language Models, Speaker Identification and Diarization, Multimodal Artificial Intelligence, Computer Vision, Interpretable Machine Learning
  • Novel paradigms beyond supervised learning, such as weakly supervised multimodal learning, Human in the loop approach, unsupervised methods and prompt engineering
  • Widely utilized AI frameworks (e.g. Pytorch, TensorFlow, Keras, Caffe)
  • Python and/or C++ languages, and Linux OS

Preferred Qualifications:

  • Experience in Deep Learning based techniques at the intersection of Speech, Vision and Language
  • Knowledge of Speech Understanding techniques such as speaker identification, diarization, speech recognition and synthesis
  • Knowledge of Machine Learning techniques such as Few Shot Learning, Meta Learning, Adversarial Learning, Probabilistic methods, Model Adaptation and Personalization methods
  • Knowledge of NLP techniques such as natural language understanding, dialog management and natural language generation
  • Knowledge of Computer Vision techniques such as object recognition, action recognition, segmentation and tracking
  • Knowledge of black-box Model Interpretability techniques for explaining model predictions
  • Experience in running model deployment experiments with human subjects
  • Familiarity with Intel OpenVino and RealSense technologies
  • Experience in deploying machine learning systems at scale
  • Knowledge of Model Optimization techniques such as Distillation, Pruning and Sparsity based learning techniques

Inside this Business Group

Intel Labs is the company's world-class, industry leading research organization, responsible for driving Intel's technology pipeline and creating new opportunities. The mission of Intel Labs is to deliver breakthrough technologies to fuel Intel's growth. This includes identifying and exploring compelling new technologies and high risk opportunities ahead of business unit investment and demonstrating first-to-market technologies and innovative new usages for computing technology. Intel Labs engages the leading thinkers in academia and industry in addition to partnering closely with Intel business units.



Other Locations

US, California, Santa Clara;US, Oregon, Portland


Intel strongly encourages employees to be vaccinated against COVID-19. Intel aligns to federal, state, and local laws and as a contractor to the U.S. Government is subject to government mandates that may be issued. Intel policies for COVID-19 including guidance about testing and vaccination are subject to change over time.



Posting Statement

All qualified applicants will receive consideration for employment without regard to race, color, religion, religious creed, sex, national origin, ancestry, age, physical or mental disability, medical condition, genetic information, military and veteran status, marital status, pregnancy, gender, gender expression, gender identity, sexual orientation, or any other characteristic protected by local law, regulation, or ordinance.



Work Model for this Role

This role is available as fully home-based and generally would require you to attend Intel sites only occasionally based on business need.

Posted: 2022-05-09 Expires: 2022-06-09

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Research Scientist AI/ML

Intel
Atlanta, GA 30303

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