Feature Selection Courses and Certifications

Dimensionality Reduction with Feature Selection

Master advanced feature selection techniques to optimize machine learning models through variance analysis, univariate selection, mutual information, and recursive elimination methods.

• CodeSignal
• 4 hours
• Self-Paced
• Free Certificate

Feature Selection, Reduction and Streamlining

Master techniques to identify impactful features, reduce dimensionality, and streamline datasets for enhanced model efficiency and performance by focusing on the most relevant data attributes.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Dimensionality Reduction with Feature Selection

Master specialized feature selection techniques to optimize machine learning models by removing low-variance features, applying correlation analysis, and using advanced methods like RFE.

• CodeSignal
• 4 hours
• Self-Paced
• Free Certificate

MathWorks

Predictive Modeling and Machine Learning with MATLAB

89 ratings

Learn to build, evaluate, and optimize regression and classification models using MATLAB. Apply supervised machine learning workflows to real-world datasets and improve model performance through feature selection and hyperparameter tuning.

• Coursera
• 18 hours 52 minutes
• Self-Paced
• Paid Course

NPTEL-NOC IITM

Feature Selection and Variable Selection Techniques

Explore techniques for selecting optimal variables in data analysis, including best subset, forward, and backward selection methods.

• YouTube
• 14 minutes
• Self-Paced
• Free Video

Data Science Festival

Feature Selection for Machine Learning

Explore feature selection methods for machine learning, including filter, wrapper, and embedded approaches. Learn to choose the most predictive variables for production-ready models.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

UofU Data Science

Feature Selection - Linear Regression, Ridge Regression, and Lasso - L19

Master feature selection techniques in linear regression, including Ridge and Lasso methods, while understanding sparsity, normalization, and the complexities of interpreting coefficients.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Feature Selection for Machine Learning

2374 ratings at Udemy

Learn filter, wrapper, and embedded methods, recursive feature elimination, exhaustive search, feature shuffling & more.

• Udemy
• 5 hours 50 minutes
• Self-Paced
• Paid Course

Linear Algebra and Feature Selection in Python

1021 ratings at Udemy

Gain the Theoretical and Practical Foundations to Learn Machine Learning and AI with Understanding

• Udemy
• 3 hours 10 minutes
• Self-Paced
• Paid Course

Nvidia

Mastering Recommender Systems

30 ratings

Explore top strategies for building effective e-commerce recommendation systems, featuring insights from Kaggle Grandmasters on candidate generation, reranking, and model ensembling techniques.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Centre de recherches mathématiques - CRM

Model-Based Optimization with Convex-Composite Optimization

Explore convex-composite optimization framework for complex problems. Learn to balance model complexity with computational efficiency and analyze post-optimal stability in various applications.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Krish Naik

EvalML AutoML Library to Automate Feature Engineering, Feature Selection, Model Creation and Tuning

Explore EvalML, an AutoML library automating feature engineering, selection, model creation, and tuning. Learn to streamline your data science workflow and improve project efficiency.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Preprocessing for Machine Learning in Python

21 ratings at DataCamp

Learn how to clean and prepare your data for machine learning!

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Dimensionality Reduction in Python

13 ratings at DataCamp

Understand the concept of reducing dimensionality in your data, and master the techniques to do so in Python.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Data Prep for Machine Learning in Python

4 ratings at Corporate Finance Institute

Learn all the essential skills to prep your data in Python, from data cleaning and imputation to EDA, feature selection, and feature engineering

• Corporate Finance Institute
• 3 hours 27 minutes
• Self-Paced
• Paid Course