This might be one of the most important 45-mn read you could indulge in today if you want to understand the secret behind high performance large language models like Llama3, GPT-4 or Mixtral Inspired by the @distillpub interactive graphics papers, we settled to write the most
MACHINE LEARNING
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Training instability detected around 250B tokens during model training
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The last few iters you may be seeing early signs of instability. I saw the same at around 250B tokens, it slowly gets worse and worse and then loss spikes. I haven’t stabilized it yet, right now seeing how easy it goes away with simple solutions, resetting the data loader etc
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Tripling Learning Rate: Unexpected Optimization Discovery
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It’s interesting that you can 3X the LR. You’d expect the original paper to be well tuned near what is tolerable.
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GNN-RAG: The Future of Knowledge Graph Question Answering
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https://
drdebashisdutta.com/exploring-gnn-
rag-the-future-of-knowledge-graph-question-answering/
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ICML 2024 Oral and Poster Acceptance Status Now Available
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#ICML2024 Oral versus Poster status is now visible on OpenReview
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Neurosymbolic AI Beats Pure Scale Approach
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If scale is all that is needed, I lose. If it’s patently neurosymbolic, I win, bigly.
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Data Science Lifecycle: From Problem Understanding to Solution Deployment
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Unravel the steps of the Data Science Lifecycle! Understanding the problem to deploying solutions, each phase is pivotal. Enhance your data journey with insights from 'The Digital Edge' https://
bit.ly/3u4pILl #DataScience #AI Follow @ingliguori for groundbreaking insights! -
Valuing Doctors Beyond Recognition: Innovation and AI Role
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Forget “Doctors’ Day.” Here’s How To Really Value Doctors https://
forbes.com/sites/sachinja
in/2024/04/21/forget-doctors-day-heres-how-to-really-value-doctors/?utm_source=dlvr.it&utm_medium=twitter
… #Innovation #ArtificialIntelligence #MachineLearning -
Emerging Technologies Transforming Business Efficiency and Insights
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Emerging technologies like chatbots, digital analytics, assistive tools, machine learning, and sentiment analysis are shaping the future, offering businesses valuable insights and increased efficiency. Microblog @antgrasso #BusinessTransformation