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Research Intern - Memory & Orchestration in Large Language Models

Microsoft

Microsoft

Posted on Dec 13, 2024

Research Intern - Memory & Orchestration in Large Language Models

Redmond, Washington, United States

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Date posted
Dec 05, 2024
Job number
1790731
Work site
Up to 50% work from home
Travel
None
Role type
Individual Contributor
Profession
Research, Applied, & Data Sciences
Discipline
Applied Sciences
Employment type
Internship

Overview

Research Internships at Microsoft provide a dynamic environment for research careers with a network of world-class research labs led by globally-recognized scientists and engineers, who pursue innovation in a range of scientific and technical disciplines to help solve complex challenges in diverse fields, including computing, healthcare, economics, and the environment.

Our Societal Resilience team is seeking Research Interns to join us in pushing the boundaries of AI capabilities with large language models (LLMs) and multimodal models. Our mission is to prepare for the unknown challenges of the future by developing resilient systems and technologies that can support societal and individual resilience during times of crisis.

The research focuses on memory and orchestration within LLMs and multimodal models. We are particularly interested in developing new methods for leveraging and training various types of embeddings, such as graph embeddings and multimodal embeddings, creating advanced retrieval augmented generation (RAG) systems, and conducting specialized context-specific fine-tuning to build more capable and adaptive models. We believe that these capabilities will play a critical role in building resilience by amplifying the ability of individuals and organizations to respond to uncertainty.

Qualifications

Required Qualifications

  • Currently enrolled in a PhD program in Computer Science, Machine Learning, Artificial Intelligence, or a related STEM field.

Other Requirements

  • Research Interns are expected to be physically located in their manager’s Microsoft worksite location for the duration of their internship.
  • In addition to the qualifications below, you’ll need to submit a minimum of two reference letters for this position as well as a cover letter and any relevant work or research samples. After you submit your application, a request for letters may be sent to your list of references on your behalf. Note that reference letters cannot be requested until after you have submitted your application, and furthermore, that they might not be automatically requested for all candidates. You may wish to alert your letter writers in advance, so they will be ready to submit your letter.

Preferred Qualifications

  • Experience with large language models and multimodal models, including training and fine-tuning.
  • Familiarity with embeddings, including graph embeddings and multimodal embeddings.
  • Familiarity with the architecture of generative models, such as variational autoencoders and diffusion models.
  • Experience building and deploying retrieval augmented generation systems.
  • Experience working in interdisciplinary teams, with a focus on AI research and development.
  • Strong programming skills in Python and familiarity with AI/ML frameworks such as PyTorch or TensorFlow.
  • Previous experience publishing academic research in top-tier conferences or journals.

The base pay range for this internship is USD $6,550 - $12,880 per month. There is a different range applicable to specific work locations, within the San Francisco Bay area and New York City metropolitan area, and the base pay range for this role in those locations is USD $8,480 - $13,920 per month.

Certain roles may be eligible for benefits and other compensation. Find additional benefits and pay information here: https://careers.microsoft.com/us/en/us-intern-pay

Microsoft accepts applications and processes offers for these roles on an ongoing basis.

Responsibilities

Research Interns put inquiry and theory into practice. Alongside fellow doctoral candidates and some of the world’s best researchers, Research Interns learn, collaborate, and network for life. Research Interns not only advance their own careers, but they also contribute to exciting research and development strides. During the 12-week internship, Research Interns are paired with mentors and expected to collaborate with other Research Interns and researchers, present findings, and contribute to the vibrant life of the community. Research internships are available in all areas of research, and are offered year-round, though they typically begin in the summer.

Additional Responsibilities

  • Conducting hands-on research into systems for memory and orchestration of LLMs and multimodal models.
  • Investigating new embedding techniques, including graph embeddings and multimodal embeddings.
  • Developing advanced retrieval augmented generation systems to enhance LLM capabilities.
  • Specializing in context-specific fine-tuning for creating adaptable AI systems.
  • Collaborating with interdisciplinary teams of researchers and engineers on challenging and impactful projects.
  • Presenting research findings and participating in research discussions.

Benefits/perks listed below may vary depending on the nature of your employment with Microsoft and the country where you work.
Industry leading healthcare
Educational resources
Discounts on products and services
Savings and investments
Maternity and paternity leave
Generous time away
Giving programs
Opportunities to network and connect

Microsoft is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to age, ancestry, citizenship, color, family or medical care leave, gender identity or expression, genetic information, immigration status, marital status, medical condition, national origin, physical or mental disability, political affiliation, protected veteran or military status, race, ethnicity, religion, sex (including pregnancy), sexual orientation, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application process, read more about requesting accommodations.