And the SmartChoices system, which makes it easy to integrate learned choices in the middle of "classic hand-written code", and as one example of this system, how it was used to use learning to select which items to replace in the YouTube video caching system (result in a huge
SYSTEMS
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Machine Learning for Memory Lifetime Prediction and Fragmentation
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And learning for predicting object lifetimes, so as to reduce memory fragmentation in memory allocation systems, from this work: https://
cacm.acm.org/research/combi
ning-machine-learning-and-lifetime-based-resource-management-for-memory-allocation-and-beyond/
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Silent Data Corruption Risks in Large-Scale ML Training
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I discussed the challenges of silent data corruption in ML training jobs, and how one faulty piece of hardware can infiltrate and affect the results of a large scale training jobs on thousands of chips.
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Robot Battery State and Intuitive Decision Making Research
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Interesting! I also thought about robot battery state and "gut feeling" being related in my previous research.
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MLSys Talk on ML for Systems and Systems for ML
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I had a great time giving a talk at MLSys this morning on "Advances in ML for Systems and Systems for ML". So many enthusiastic questioners! https://
mlsys.org -

Mediocre Tech Demo: Basic Computer + Camera
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I read it and confirm it's absolutely terrible, a computer + a camera… Anyone can do the same demo with GPT's API, capturing 1 frame every 5 seconds and adapting in real-time.
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Apple and OpenAI rumors for next-gen Siri
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Rumors are that Apple is teaming up with OpenAI for next-gen “Her-style” Siri. Though it seems like Apple would be the one to make the announcement, not OpenAI. OpenAI Livestream of their big announcement starts in 2 hours here:
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SQL, game changer for generating complex queries
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exactement ! et le game changer c'est le sql. Je dump le model de ma bdd , et je lui dis fait moi une query pour "…." qui parfois requiert des dizaines de colones avec des filtres, jointures etc… et il te pond une requête magnifique. pic.twitter.com/R8T7kB6CZD
— Defend Intelligence (Anis Ayari) (@DFintelligence) 13 mai 2024Exactly! And the game changer is SQL. I dump my database model, and I tell it to make me a query for '….' which sometimes requires dozens of columns with filters, joins, etc… and it produces a magnificent query.
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Unified Voice AI Model Architecture vs Pipeline Systems
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Kind of. More like the voice assistant systems we see today, but a singular model, rather than a pipeline of speech to text, plus LLM generation, then text to speech, with interruption handling built in. Who knows? Maybe the gpt2-chatbot models are just the language output
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Decentralized Mind Virus: Leaderless Memetic Systems
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Doesn't work though Memetic mind virus much more powerful Decentralized No leaders
