Deep Learning with Yacine on MSN

Visualizing high-dimensional data using PCA in Scikit-Learn

Simplify complex datasets using Principal Component Analysis (PCA) in Python. Great for dimensionality reduction and ...
IEEE

SMOTEHashBoost: Ensemble Algorithm for Imbalanced Dataset Pattern Classification

Abstract: Class imbalance occurs frequently in machine learning, particularly in binary classification tasks where the majority class has a significantly larger number of samples than the minority ...
IEEE

Impact of SMOTE and Feature Selection on SVM and KNN Performance in Smoker Classification

Abstract: This research classifies the smoker status dataset using two algorithms, i.e., Support Vector Machine (SVM) and K-Nearest Neighbors (KNN). Researchers used several kernels in the SVM model: ...