My @MLSysConf keynote is now online. https://
mlsys.org/virtual/2025/i
nvited-talk/2887
… The scaling of large language models has led to impressive gains in language understanding, but at a cost of insatiable memory and bandwidth requirements. I advocated a principled approach of designing optimization
MACHINE LEARNING
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Optimizing Large Language Models: Memory and Bandwidth Solutions
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Automating Software Design with AI Mind Mapping and LLMs
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Architecting With AI: Automating Software Design Using Mind Mapping And LLMs
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @demishassabis @Ronald_vanLoon @TamaraMcCleary @geoffreyhinton @goodfellow_ian @jeffdean @erikbryn http://
ow.ly/ooEz30sOj6Z -
Carbon-based brain meets silicon intelligence
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Your inner brain is carbon-based, and your outer one is silicon.
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Quantum Mechanics and LLMs: Ugly Breakthroughs in Science
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Ugliest breakthroughs in the history of science:
– Quantum mechanics
– Large language models -

Thyroid Cancer Diagnosis Led Me to ML and NLP
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in college i was diagnosed with an unusual thyroid cancer. i tried building a pipeline to aggregate & summarize information from pubmed and clinical trials to my great surprise the summarization part was pretty bad. this got me interested in ML and NLP
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Clean Repository with Triton Kernels and Optimized Implementations
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love the repo! clean code, good practices but still not overly over-engineered, triton kernels, well documented, simple reference implementations alongside optimized code. nice
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Foundational Research Impact on Modern Engineering Teams
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Some of the stuff his engineering teams are building today would not exist without some of the research I published 30 years ago.
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Scientist collaboration and recruitment in machine learning research
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The scientist in question (let's call him X) wasn't in my lab.
He was hanging around my lab hoping to collaborate with me (I wasn't funding him), and sat in my class, hoping to learn about ML.
Koray was also in my class as a master student.
X figured Koray was good and brought -
100+ Free Step-by-Step AI Agent and RAG Tutorials
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100+ free step-by-step tutorials with code covering: AI Agents RAG Systems Voice AI Agents MCP AI Agents Multi-agent Teams Autonomous Game Playing Agents P.S: Don't forget to subscribe for FREE to access future tutorials.
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Generative Modeling as Subset Classification Framework
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typically that would be considered a subset of generative modeling