Dimensionality Reduction Courses and Certifications

Data Visualization for Genome Biology

11 ratings at Coursera

Explore genome biology data visualization through hands-on labs using web tools and R. Learn theoretical concepts, practical techniques, and best practices for creating informative biological data plots.

• Coursera
• 15 hours 21 minutes
• On-Demand
• Free Online Course (Audit)

Matrix Methods

238 ratings at Coursera

Explore fundamental matrix methods essential for machine learning and data analysis, including multiplication, linear equations, orthogonality, and SVD for dimensionality reduction and PCA.

• Coursera
• 6 hours 35 minutes
• On-Demand
• Free Online Course (Audit)

Matrix Factorization and Advanced Techniques

186 ratings at Coursera

Explore matrix factorization and hybrid techniques for recommender systems, covering dimensionality reduction, algorithm combination, and advanced machine learning methods for powerful recommendations.

• Coursera
• 15 hours 51 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Mathematics for Machine Learning

1 review

Gain essential mathematical foundations for machine learning, covering linear algebra, multivariate calculus, and dimensionality reduction with PCA. Build intuitive understanding and practical skills for advanced ML and data science.

• Coursera
• 17 weeks, 4 hours a week
• On-Demand
• Paid Course
• 3 courses

Unsupervised Algorithms in Machine Learning

11 ratings at Coursera

Explore unsupervised machine learning techniques for dimensionality reduction, clustering, and latent feature discovery. Apply these methods to real-world scenarios like recommender systems using Python.

• Coursera
• 1 day 14 hours 9 minutes
• On-Demand
• Free Online Course (Audit)

Predicting Extreme Climate Behavior with Machine Learning

Explore machine learning techniques for climate data analysis, from unsupervised clustering to neural networks, gaining practical skills to predict extreme weather patterns.

• Coursera
• 23 hours 59 minutes
• On-Demand
• Free Online Course (Audit)

AI in Architectural Design: Introduction

Learn about the elements of AI, machine learning and computer vision. Discover the open-source AI tools, and hidden AI gems. Learn how to play with architectural design data using freely available AI model.

• edX
• 4 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

Image Processing and Analysis for Life Scientists

6 ratings at edX

Basic image analysis for life scientists with a non-engineering background. The main goal is to teach how to address and solve scientific questions by state of the art image analysis strategies.

• edX
• 7 weeks, 2-3 hours a week
• On-Demand
• Free Online Course (Audit)

Natural Language Processing with Classification and Vector Spaces

4388 ratings at Coursera

This is the Course 1 of the Natural Language Processing Specialization, offered by deeplearning.ai

• Coursera
• 1 day 9 hours 23 minutes
• On-Demand
• Free Online Course (Audit)

Executive Briefing - Data Science and Machine Learning

7333 ratings at Udemy

Get a non-technical overview of Data Science and Machine Learning for Executives!

• Udemy
• 1 hour 58 minutes
• On-Demand
• Free Online Course

Unsupervised Machine Learning

253 ratings at Coursera

Explore unsupervised machine learning techniques, including clustering and dimensionality reduction, to uncover insights from unlabeled data. Gain hands-on experience with algorithms and best practices.

• Coursera
• 23 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

Principal Component Analysis in Python and MATLAB

149 ratings at Udemy

Learn to implement Principal Component Analysis for dimensionality reduction and feature extraction in Python and MATLAB, from theoretical foundations to practical applications on real datasets.

• Udemy
• 1 hour 21 minutes
• On-Demand
• Free Online Course

Fondamentaux de la science des données

Comment tirer profit des milliards de données générées par les activités humaines sans s’y perdre? Inscrivez-vous au MOOC Science des données pour découvrir les concepts fondamentaux qui sont au cœur de l’intelligence artificielle!

• edX
• 8 weeks, 3-4 hours a week
• On-Demand
• Free Online Course (Audit)

Unsupervised Machine Learning : With 2 Capstone ML Projects

87 ratings at Udemy

Learn Complete Unsupervised ML: Clustering Analysis and Dimensionality Reduction

• Udemy
• 2 hours 59 minutes
• On-Demand
• Paid Course

Connect the Dots: Factor Analysis

84 ratings at Udemy

Factor extraction using PCA in Excel, R and Python

• Udemy
• 1-2 hours
• On-Demand
• Paid Course