Gradient Descent, Convex Optimization, Stochastic Methods, Loss Functions

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The Machine Learning “Advent Calendar” Day 18: Neural Network Classifier in Excel | Towards Data Science
towardsdatascience.com·4h
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Multi-Objective Bayesian Optimization of Deep Reinforcement Learning for Environmental, Social, and Governance (ESG) Financial Portfolio Management
arxiv.org·17h
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Sparse Principal Component Analysis with Energy Profile Dependent Sample Complexity
arxiv.org·17h
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AI for Ruby Devs Part I: From the Basics to building a neural network
dev.to·3h·
Discuss: DEV
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Adaptive Weighted Genetic Algorithm-Optimized SVR for Robust Long-Term Forecasting of Global Stock Indices for investment decisions
arxiv.org·17h
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Derivative-Informed Fourier Neural Operator: Universal Approximation and Applications to PDE-Constrained Optimization
arxiv.org·1d
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A Clustering-Based Variable Ordering Framework for Relaxed Decision Diagrams for Maximum Weighted Independent Set Problem
arxiv.org·17h
🏗️Data Modeling
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OLR-WAA: Adaptive and Drift-Resilient Online Regression with Dynamic Weighted Averaging
arxiv.org·2d
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Low-Rank Compression of Language Models via Differentiable Rank Selection
arxiv.org·1d
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Optimization of gridding algorithms for FFT by vector optimization
arxiv.org·17h
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A Regime-Aware Fusion Framework for Time Series Classification
arxiv.org·17h
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Unsupervised Representation Learning from Sparse Transformation Analysis
arxiv.org·1d
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Evaluating Frontier LLMs on PhD-Level Mathematical Reasoning: A Benchmark on a Textbook in Theoretical Computer Science about Randomized Algorithms
arxiv.org·1d
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Mind the Jumps: A Scalable Robust Local Gaussian Process for Multidimensional Response Surfaces with Discontinuities
arxiv.org·2d
👁️Computer Vision
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Learning Model Parameter Dynamics in a Combination Therapy for Bladder Cancer from Sparse Biological Data
arxiv.org·17h
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The Subset Sum Problem Solved in Linear Time for Dense Enough Inputs | Towards Data Science
towardsdatascience.com·8h
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Generalization and Feature Attribution in Machine Learning Models for Crop Yield and Anomaly Prediction in Germany
arxiv.org·17h
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Unreliable Uncertainty Estimates with Monte Carlo Dropout
arxiv.org·17h
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Expand and Prune: Maximizing Trajectory Diversity for Effective GRPO in Generative Models
arxiv.org·17h
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BERT and CNN integrated Neural Collaborative Filtering for Recommender Systems
arxiv.org·17h
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