NEWS IN BRIEF: AI/ML FRESH UPDATES

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Boost Mixtral 8x7B Training with Expert Parallelism

Amazon SageMaker's new features enable efficient training of large MoE models like the Mixtral 8x7B, with expert parallelism improving computational efficiency by distributing expert subnetworks across multiple devices. This innovative approach addresses challenges like load balancing and high memory requirements, making training of large MoE models more cost-effective and scalable.

Fresh Faces at the School of Engineering

MIT's School of Engineering welcomes 15 new faculty members with diverse interdisciplinary research interests. Faculty have joint appointments across multiple MIT units, including the Department of EECS and the MIT Schwarzman College of Computing.

The Perfect Girlfriend: Hey, Zoey Review

Author Sarah Crossan explores love triangle with AI twist in new novel, featuring a customizable AI-enabled doll named Zoey. The story delves into human emotions through the lens of technology, reminiscent of classic tales like ETA Hoffmann's The Sandman.

Unveiling AI: Balancing the Benefits and Risks

AI enthusiasts gathered at EmTech Digital 2024 at MIT to discuss the early stages of generative AI's growth. MIT Technology Review hosted the event, featuring talks from AI researchers and company spokespeople in a low-key, corporate setting.

United for Change

MIT researchers partner with Camfield Estates to address racial disparities in housing through innovative solutions and community empowerment. Collaboration between MIT and Camfield Estates leads to creative housing design projects and historical context research to tackle systemic housing issues in the US.

Revolutionizing Fashion Descriptions with AI

Machine learning & natural language processing are transforming ecommerce platforms by automating high-quality product descriptions. Vision-language models like Amazon Bedrock are now used to predict product attributes from images, improving searchability & customer satisfaction.

Meet the 2024 MAD Design Fellows!

MIT MAD supports design research in various fields. 2024 Design Fellows tackle challenges in technology, mental health, construction, robotics, and disaster resilience.

Embracing AI in Education

AI is reshaping education by transforming assessment and promoting transparency for a student-centered learning experience. Generative AI products like DALL-E and ChatGPT are revolutionizing teaching methods, making information more accessible and facilitating efficient learning.

The Art of Forecasting

Mixture Density Networks (MDNs) offer a diverse prediction approach beyond averages. Bishop's classic 1994 paper introduced MDNs, transforming neural networks into uncertainty sorcerers.