this is the paper, it's quite new, from @boknilev
's group! https://
arxiv.org/pdf/2403.05846
.pdf
…
MACHINE LEARNING
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New Research Paper from Boknilev Group on AI
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Diffusion Lens reveals abstract-to-concrete representation layers in image encoders
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Diffusion Lens is a pretty neat new paper, you can see a text-to-image encoder's representation of a giraffe getting less and less abstract with every layer
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Full Fine-Tuning vs Other Methods: Overfitting Prevention
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Not necessarily. Done right, full fine-tuning is usually better… my assumption for why this prevents overfitting is it’s not really affecting the parameters as much as a FT. Total speculation, I may be wrong.
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LoRA QLoRA Fine-tuning Prevents Overfitting Better
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While LoRA/QLoRA isn’t as powerful as full fine-tuning, it often can prevent overfitting from suboptimal tuning
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Abacus AI Case Studies: Enterprise-Scale Machine Learning Platform
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Explore @AbacusAI Case Studies — see how their #AI platform handles all aspects of #MachineLearning & #DeepLearning at enterprise scale: https://
abacus.ai/casestudies #DataScience #PredictiveAnalytics #AnomalyDetection #ComputerVision #LLMs #LLMOps #MLOps https://
abacus.ai/about -
Cancer Systems Disease Review Integrates AI Analysis Perspectives
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A comprehensive 5★ perspective/review on cancer as a complex, systemic disease with all the hallmarks https://
cell.com/cell/fulltext/
S0092-8674(24)00175-2
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LLM Agents Achieve Superhuman Fact-Checking Performance With Google Access
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AIs have a bad reputation for truth, so three important findings in this paper:
1) "LLM agents can achieve superhuman rating performance" on fact checking when given access to Google!
2) Bigger models are more factual
3) LLMs are 20x cheaper than humans https://
arxiv.org/pdf/2403.18802
.pdf
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Hybrid Mamba-Transformer Model Addresses Architecture Limitations
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This one looks like a big deal. It's not a pure transformer model – it's a combination of both Mamba and transformer, which appears to address different limitations present in each architecture
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DBRX Becomes Number One Trending Model on Hugging Face
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Not a surprise but DBRX is already #1 trending on HF!
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Explore Judea Pearl’s Essential Books on Causality and Inference
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See wonderful books on #Causality and #Inference by @yudapearl at https://
amzn.to/4abYF14
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#DecisionScience #DataScience #Statistics #AI #MachineLearning #LinkedData #NetworkScience #PredictiveAnalytics #PrescriptiveAnalytics #ORMS #StatisticalLiteracy #Probability #ABTesting