"Foundations of Machine Learning" A 505-pages book from MIT for beginners is FREE. Get your copy: https://
cs.nyu.edu/~mohri/mlbook/ via @swapnakpanda
MACHINE LEARNING
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Free MIT Machine Learning Foundations Book Available for Download
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Outcome-Based Training Improves Model Faithfulness Modestly
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Does outcome-based training increase faithfulness? Only to a small extent. Training models to use their CoTs more effectively does make them more faithful, but the benefits quickly plateau.
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Language Supervision Unnecessary for Multimodal Visual Representations
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New paper from FAIR+NYU:
Q: Is language supervision required to learn effective visual representations for multimodal tasks? A: No. -
AMIE: Advancing AI for Longitudinal Disease Management
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From diagnosis to treatment: Advancing AMIE for longitudinal disease management https://
buff.ly/eCdyiJZ
#AI #MachineLearning #DeepLearning #LLMs #DataScience -
Mixture of Routers: Novel Architecture for AI Model Routing
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Mixture of Routers
Paper: https://
arxiv.org/pdf/2503.23362
Code: https://
anonymous.4open.science/r/MoR-DFC6 -
Mixture of Routers: Advanced MoE Architecture for DeepSeek
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MoE is powerful and a key foundation for models like DeepSeek. SUES takes it further with Mixture of Routers (MoR), applying MoE to routers! MoR uses multiple subrouters for joint selection, with a learnable main router to weight them—and it performs impressively well.
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Real-time voice and video AI conversation project
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Yesterday, I spoke with a company where two people explained to me that they had done an "impressive" project with two outsiders last year. They said they had coded a real-time, two-way conversation with a voice AI (custom voice model) and video (y
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AI Improvement Through Precision-Targeted Fixes and SEAL Research
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AI improvement at the labs has evolved from a guessing game to one driven by precision-targeted fixes to identified failure modes. @scale_AI
's SEAL research benchmarks and evaluation platform is making this possible. Check out coverage by @willknight
