Research Intern - Neural Architecture Search and AutoML

Company: Microsoft Corporation
Location: Redmond
Posted on: January 8, 2022

Job Description:

Participation in the Research Internship Program requires that you are physically located in the United States or Canada for the duration of the internship. 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. Our researchers and engineers 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.

We are looking for research interns to work with us to invent the next generation of neural architecture search (NAS) algorithms and architectures. While deep learning has had tremendous impact in recent years, coming up with new architectures for new tasks/datasets is still a game of trial and error especially under constraints of latency/memory/flops. Increasingly state-of-the-art is being held by NAS-based methods. Help us discover the next cornerstone architecture for language modeling and vision via NAS! We are building a highly performant open-source scalable platform (Archai ) which allows new NAS algorithms to be written with a few lines of python code. Archai also acts as delivery vehicle for our research. For example Archai has a highly performant implementation of -Petridish -which grows models from small to big and produces a gallery of models on the trade-off curve of flops/latency/memory vs. task accuracy and very soon NAS for transformer-based language modeling pipeline! -

Keywords: Microsoft Corporation, Redmond , Research Intern - Neural Architecture Search and AutoML, Other , Redmond, Washington