From Text To Tables: Why Structured Data Is AI’s Next $600B Frontier

Tabular foundation models are the next major unlock for AI adoption, especially in industries sitting on massive databases of ...
GitHub

P-ML: An End-to-End AutoML Framework for Deploying Classical Machine Learning Models on Resource-Constrained Devices

P-ML integrates Optuna-based hyperparameter tuning with stratified data splitting methods such as SPXY and K-Fold cross-validation to ensure robust and reliable model selection. The generated ...
Los Angeles Times

I tried the $430 tuning fork facial. Here’s how it went

This is read by an automated voice. Please report any issues or inconsistencies here. I genuinely love a good facial — the ritual of it, the permission to lie still for 90 minutes, the way my skin ...
Oak Ridge National Lab

DeepHyper: A Python Package for Massively Parallel Hyperparameter Optimization in Machine Learning...

Machine learning models are increasingly applied across scientific disciplines, yet their effectiveness often hinges on heuristic decisions such as data transformations, training strategies, and model ...
IEEE

Contrasting the Hyperparameter Tuning Impact Across Software Defect Prediction Scenarios

Software defect prediction (SDP) is crucial for delivering high-quality software products. The SDP activities help software teams better utilize their software quality assurance efforts, improving the ...
www.cs.cmu.edu

On Noisy Evaluation in Federated Hyperparameter Tuning

Hyperparameter tuning is critical to the success of cross-device federated learning applications. Unfortunately, federated networks face issues of scale, heterogeneity, and privacy; addressing these ...
IEEE

Automated Hyperparameter Tuning for Data-Driven MPC: A Differentiable ADMM Approach for Enhancing Vehicle Stability

Abstract: For distributed-drive electric vehicles, torque vectoring control based on model predictive control (MPC) has emerged as a preferred strategy to achieve superior performance across diverse ...
Frontiers

Enhancing heart disease prediction with stacked ensemble and MCDM-based ranking: an optimized RST-ML approach

Introduction: Cardiovascular disease (CVD) is a leading global cause of death, necessitating the development of accurate diagnostic models. This study presents an Optimized Rough Set Theory-Machine ...
Phys.org

Battle to eradicate invasive pythons in Florida achieves stunning milestone

A startling milestone has been reached in Florida's war against the invasive Burmese pythons eating their way across the Everglades. The Conservancy of Southwest Florida reports it has captured and ...
Frontiers

Machine learning-based prediction of diabetic peripheral neuropathy: model development and clinical validation

1 Department of Neurosurgery, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Jinan, Shandong, China 2 Department of Nursing, The First ...