Feature Selection Courses and Certifications

Microcredential

Feature Engineering for Beginners

Explore foundational to advanced feature engineering techniques, selection methods, and transformations to enhance data quality and optimize model performance.

• CodeSignal
• 4 hours
• On-Demand
• Free Certificate
• 3 courses

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
• On-Demand
• Free Video

Microcredential

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
• On-Demand
• Free Certificate
• 5 courses

Handling Multivariate Time Series with RNNs

Master multivariate time series forecasting with RNNs using Air Quality data, covering preprocessing, model building, and evaluation techniques for accurate predictions.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate

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
• On-Demand
• 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
• On-Demand
• Free Certificate

Data Science : Complete Data Science & Machine Learning

3549 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
• On-Demand
• Paid Course

Machine Learning- From Basics to Advanced

2333 ratings at Udemy

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

• Udemy
• 6 hours 49 minutes
• On-Demand
• Paid Course

Exploratory Data Analysis in Python

952 ratings at Udemy

A course about how to approach a dataset for the first time

• Udemy
• 1 hour 50 minutes
• On-Demand
• Paid Course

Machine Learning Real World projects in Python

940 ratings at Udemy

Build a Portfolio/Resume of Machine Learning projects in Python and get a job of Data Scientist/ ML Engineer

• Udemy
• 13 hours 43 minutes
• On-Demand
• Paid Course

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
• On-Demand
• Paid Course

Machine Learning Optimization Using Genetic Algorithm

377 ratings at Udemy

Learn how to optimize Machine Learning algorithms' performances and apply feature selection using Genetic Algorithm

• Udemy
• 6 hours 33 minutes
• On-Demand
• Paid Course

Data science and Data preparation with KNIME

357 ratings at Udemy

KNIME - a powerful tool for data science and machine learning Data science with higher efficiency. KNIME data cleaning

• Udemy
• 11 hours 2 minutes
• On-Demand
• Paid Course

Python for Linear Regression in Machine Learning

335 ratings at Udemy

Linear and Non-Linear Regression, Lasso Ridge Regression, SHAP, LIME, Yellowbrick, Feature Selection | Outliers Removal

• Udemy
• 14 hours 36 minutes
• On-Demand
• Paid Course

Machine Learning Linear Regression Case Study

177 ratings at Udemy

Predicting Boston house price with Linear Regression using scikit-learn !!

• Udemy
• 1 hour 8 minutes
• On-Demand
• Free Online Course