Feature Selection Courses and Certifications

Feature Selection

Learn techniques for effective feature selection in machine learning, including variance threshold, correlation analysis, information gain, and chi-square statistical analysis.

• YouTube
• 2 hours 30 minutes
• Self-Paced
• Free Video

Career Certificate

Mastering Dimensionality Reduction with R

Discover how to simplify complex data using PCA, linear/non-linear techniques, autoencoders, and feature selection in R for enhanced machine learning performance.

• CodeSignal
• 15 hours
• Self-Paced
• Free Certificate
• 5 courses

Linear Landscapes of Dimensionality Reduction

Discover Linear Discriminant Analysis techniques for dimensionality reduction and feature selection through hands-on R programming exercises with real datasets.

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

Handling Multivariate Time Series with RNNs

Master multivariate time series forecasting with RNNs using PyTorch on Air Quality data, covering preprocessing, model architecture, training, and evaluation techniques.

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

Data Analytics Foundations for Accountancy II

11 ratings at Coursera

Explore machine learning concepts, algorithms, and practical applications in data analytics using Python. Gain skills in classification, regression, clustering, and anomaly detection for business insights.

• Coursera
• 2 days 22 hours 1 minute
• Self-Paced
• Paid Course

Data Science : Complete Data Science & Machine Learning

3566 ratings at Udemy

Learn and master the Data Science, Python for Machine Learning, Math for Machine Learning, Statistics for Data Science

• Udemy
• 1 day 1 hour 49 minutes
• Self-Paced
• Paid Course

Machine Learning- From Basics to Advanced

2337 ratings at Udemy

A beginners guide to learn Machine Learning (including Hands-on projects - From Basic to Advance Level)

• Udemy
• 6 hours 49 minutes
• Self-Paced
• Paid Course

Corporate Finance Institute

Data Science & Machine Learning Fundamentals

16 ratings at Coursera

Master data science fundamentals through real-world business applications, from regression and classification to feature engineering. Gain practical insights for implementing data-driven decision making in your organization.

• Coursera
• 5 hours 45 minutes
• Self-Paced
• Paid Course

Career Certificate

Analyzing Time Series and Sequential Data

11 ratings at Coursera

Explore time series analysis, create features, build forecasting systems, and model sequential data using SAS tools. Master techniques for large-scale data projects and predictive modeling.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

Predictive Analytics

Gain insights into predictive analytics with Python, learning to build models, diagnose performance issues, leverage advanced techniques like neural networks, and integrate data-driven insights into decision-making for digital transformation.

• Coursera
• 1 day 23 hours 19 minutes
• Self-Paced
• Paid Course

Creating Features for Time Series Data

Explore time series data analysis techniques including binning, smoothing, transformations, spectral analysis, and motif detection to create effective features for advanced analytics and modeling.

• Coursera
• 10 hours 32 minutes
• Self-Paced
• Paid Course

Corporate Finance Institute

Data Prep for Machine Learning in Python

Master data preparation techniques for machine learning in Python, from importing and cleaning to feature engineering and selection. Learn imputation, EDA, and transformations for optimal ML model performance.

• Coursera
• 5 hours 47 minutes
• Self-Paced
• Paid Course

Packt

Foundations of Machine Learning with Azure

Master machine learning fundamentals and Azure ML Studio through hands-on data preprocessing, model building, and deployment techniques for real-world business applications.

• Coursera
• 7 hours 29 minutes
• Self-Paced
• Paid Course

Coursera

TensorFlow Prediction: Identify Penguin Species

Build and evaluate machine learning models using TensorFlow Decision Forests to classify penguin species based on physical measurements, mastering data preprocessing, feature analysis, and model evaluation.

• Coursera
• 1 hour 33 minutes
• Self-Paced
• Paid Course

Packt

Clustering and Classification with Machine Learning in R

Master R for data analysis: from preprocessing to advanced machine learning algorithms. Gain practical skills in clustering, classification, and dimension reduction using real-world datasets and popular R packages.

• Coursera
• 11 hours 42 minutes
• Self-Paced
• Paid Course