ML @ CMU

NOVEMBER 7, 2024

To validate the proposed system, we simulate different scenarios in which the RELand system could be deployed in mine clearance operations using real data from Colombia. Validation results in Colombia. Each entry is the mean (std) performance on validation folds following the block cross-validation rule.

Clustering 154

Clustering Cross Validation Machine Learning Machine Learning 154

Mlearning.ai

FEBRUARY 15, 2023

Submission Suggestions Text Classification in NLP using Cross Validation and BERT was originally published in MLearning.ai The grid consists of selected hyperparameter names and values, and grid search exhaustively searches the best combination of these given values. Multiclass Text Classification on Unbalanced, Sparse and Noisy Data.

Cross Validation 52

Cross Validation Decision Trees Algorithm Natural Language Processing 52

Ocean Protocol

SEPTEMBER 29, 2023

By leveraging cross-validation, we ensured the model’s assessment wasn’t reliant on a singular data split. This method was chosen to rigorously assess and fine-tune each model’s performance using a comprehensive range of hyperparameters.

Cross Validation 59

Cross Validation Predictive Analytics Exploratory Data Analysis EDA 59

Heartbeat

JUNE 14, 2023

Cross Validated] Editor’s Note: Heartbeat is a contributor-driven online publication and community dedicated to providing premier educational resources for data science, machine learning, and deep learning practitioners. Eighth JPL Airborne Geoscience Workshop. 4] Szegedy, Christian, et al. When does label smoothing help?

Deep Learning 59

Deep Learning Deep Learning Support Vector Machines Machine Learning 59

Flipboard

JANUARY 24, 2025

We used LASSO regression and 20-fold cross-validation to screen for the variables with the greatest predictive value. The dataset was divided into training and validation sets in a 7:3 ratio, and SMOTE was used to expand the training set with a ratio of 1:1.

Machine Learning 65

Machine Learning Machine Learning Cross Validation 65

DrivenData Labs

MAY 1, 2025

Solvers used 2016 demographics, economic circumstances, migration, physical limitations, self-reported health, and lifestyle behaviors to predict a composite cognitive function score in 2021. Next, for participants who had been tested in 2016, I estimated their 2021 scores by adding the predicted score difference to their 2016 scores.

Decision Trees 147

Decision Trees Clustering Algorithm Machine Learning 147