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Large language model K2-65B launches globally, setting a new standard for sustainable performance

MBZUAI ·

MBZUAI, Petuum, and LLM360 have launched K2-65B, an open-source 65B parameter LLM, trained on 1.4T tokens using 480 A100 GPUs. K2-65B outperforms Llama 2 70B while using 35% fewer resources, emphasizing sustainable AI development. The model and its chat variant, K2-Chat, excel in math, coding, medicine, and human-like response generation, with the model available under the Apache 2.0 license. Why it matters: This launch highlights the UAE's increasing capabilities in developing efficient and high-performing LLMs, promoting open-source collaboration and setting new standards for sustainable AI practices in the region.

Mass production of AI solutions

MBZUAI ·

MBZUAI Assistant Professor Qirong Ho is researching AI operating systems to standardize algorithms and enable non-experts to create AI applications reliably. He emphasizes that countries mastering mass production of AI systems will benefit most from the Fourth Industrial Revolution. Ho is co-founder and CTO at Petuum Inc., an AI startup creating standardized building blocks for affordable and scalable AI production. Why it matters: This research aims to democratize AI development and promote widespread adoption across industries in the UAE and beyond.

From Performance-oriented AI to Production- and Industrial-AI

MBZUAI ·

MBZUAI is hosting a talk by Professor Eric Xing on the challenges of moving from performance-oriented AI to production and industrial AI. The talk will cover theoretical foundations for panoramic learning, compositional strategies for building Pan-ML programs, optimization methods for tuning systems, and systems frameworks for scaling ML production. Professor Xing was previously a professor at Carnegie Mellon University and the founder of Petuum Inc. Why it matters: Bridging the gap between academic AI and real-world industrial applications is critical for unlocking the economic potential of AI in the UAE and beyond.

Responsible AI for the Future of Our Societies

MBZUAI ·

MBZUAI President Professor Eric Xing discussed AI's potential to augment human capabilities and the responsibility of AI researchers in shaping future leaders. Xing's background includes professorships at Carnegie Mellon University, leadership at Petuum Inc., and directorship of the Center for Machine Learning and Health. He also held visiting positions at Stanford University and Facebook Inc. Why it matters: The emphasis on responsible AI development and education aligns with the UAE's broader strategy to become a leader in ethical and human-centric AI.

From Learning, to Meta-Learning, to Lego-Learning — theory, systems, and engineering

MBZUAI ·

MBZUAI President Eric Xing delivered a talk at Carnegie Mellon University on May 13, 2022, titled “From Learning, to Meta-Learning, to Lego-Learning — theory, systems, and engineering.” Xing discussed the development of a standard model for learning, inspired by the standard model in physics, which aims to unify various machine learning paradigms. Before joining MBZUAI, Xing was a professor at CMU and founder of Petuum Inc., an AI development platform company. Why it matters: This talk highlights MBZUAI's leadership in advancing theoretical frameworks for machine learning and its commitment to unifying different AI approaches.

Breathing life into the AI operating system

MBZUAI ·

MBZUAI faculty Eric Xing and Qirong Ho are developing AI operating systems (AI OS) for efficient AI development, similar to mobile OS. They co-founded AI startup Petuum and lead the CASL community, which focuses on composable, automatic, and scalable learning. CASL provides a unified toolkit for distributed training and compositional model construction, with contributions from MBZUAI, CMU, Berkeley, and Stanford. Why it matters: The development of AI OS aims to optimize AI applications by efficiently connecting software and hardware, fostering innovation and broader adoption of AI solutions across industries in the region.

Xing honored for pioneering machine learning research

MBZUAI ·

MBZUAI President Eric Xing has been elected a fellow of the American Statistical Association (ASA) for 2022. The ASA recognized Xing for pioneering machine learning research in areas like structured inference and probabilistic graphical models, as well as his entrepreneurship and leadership in AI education. He was previously a professor at CMU and the founder of Petuum Inc. Why it matters: This recognition highlights the growing prominence of MBZUAI and its leadership in the international AI research community.

ML Systems For Many

MBZUAI ·

Qirong Ho, co-founder and CTO of Petuum Inc., will be contributing to the "ML Systems for Many" initiative. Petuum is recognized for creating standardized building blocks for AI assembly. Ho also holds a Ph.D. from Carnegie Mellon University and is part of the CASL open-source consortium. Why it matters: Showcases the ongoing efforts to democratize AI development and deployment, making it more accessible and sustainable, although the specific initiative is not further detailed.