yes, the scaling law, be it the chinchilla or Kaplan ones, are not at all a prediction/measure of the capacity of a model -in retrospect if you take a system-wide approach, with deployment/finetuning in consideration, they probably matter a lot less than people think
RESEARCH
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Machine Learning Attacks: Cyberpunk, Toons, Magritte, Witchcraft
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Selected machine learning attacks; first in a series. 1. Cyberpunk 2. Looney Tunes 3. Magritte 4. Witchcraft credit: @josecastillo
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Compute Optimal Point Does Not Limit Performance Gains
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I think compute optimal doesn't mean performance won't continue to increase if we continue to train a model even after the compute optimal point.
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OpenAI’s Contradictions: Nonprofit Claims vs Microsoft Subsidiary Reality
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I am with @emilymbender in smelling delusions of grandeur at OpenAI. And, all that stuff about them being a nonprofit for the public good, openly sharing their work? For now, they are more like a closed subsidiary to Microsoft, publishing few details of their methods.
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ControlNet: new AI to guide Stable Diffusion with input image
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ControlNet is the latest innovation in AI image generation. It will 'guide' Stable Diffusion to draw more inspiration from the input image. For example, it can be used to recreate faces… Alright, little thread, let's start with a Real version of Zelda
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Classification and Classifier Types in Machine Learning Explained
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In this @Cognilytica #AIToday #podcast episode 'Classification & Classifier, Binary Classifier, Multiclass Classifier, Decision Boundary' hosts @rschmelzer & @kath0134 define these terms & explain how they relate to #AI. Full episode: https://
aidatatoday.com/ai-today-podca
st-ai-glossary-series-classification-classifier-binary-classifier-multiclass-classifier-decision-boundary/?utm_source=dlvr.it&utm_medium=twitter
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#classifier #data #ML -

AI Today Podcast: Bayes’ Theorem and Bayesian Classifiers Explained
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In this @Cognilytica #AIToday #podcast AI Glossary Series episode 'Bayes’ Theorem, Bayesian Classifier, Naive Bayes' hosts @rschmelzer & @kath0134 define these terms & explain how they relate to #AI. Full episode: https://
aidatatoday.com/ai-today-podca
st-ai-glossary-series-bayes-theorem-bayesian-classifier-naive-bayes/?utm_source=dlvr.it&utm_medium=twitter
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#Classifier #ML #tech #data #Bayesian -

DetectGPT: Zero-Shot Machine-Generated Text Detection
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DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature Mitchell et al.: https://
arxiv.org/abs/2301.11305 #ArtificialIntelligence #ChatGPT #DeepLearning -
Essential Skills in Data Science and Machine Learning
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SKILLS YOU WILL GAIN • Data Science
• Data Analysis
• Machine Learning
• Project