Dimensionality Reduction Courses and Certifications

Linear Algebra and Feature Selection in Python

999 ratings at Udemy

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

• Udemy
• 3 hours 10 minutes
• On-Demand
• Paid Course

Materials Data Sciences and Informatics

351 ratings at Coursera

Explore materials informatics at the intersection of materials science, computational science, and information science. Learn data-driven approaches to accelerate materials development and deployment.

• Coursera
• 9 hours 10 minutes
• On-Demand
• Paid Course

Applied Unsupervised Learning in Python

Master unsupervised learning algorithms in Python to uncover hidden patterns, reduce dimensions, cluster data, model topics, and handle missing values using real-world datasets.

• Coursera
• 1 day 6 hours 13 minutes
• On-Demand
• Paid Course

Matrix Methods

249 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
• Paid Course

Matrix Factorization and Advanced Techniques

190 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
• 14 hours 11 minutes
• On-Demand
• Paid Course

Data Visualization for Genome Biology

25 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 20 minutes
• On-Demand
• Paid Course

Python Data Science: Unsupervised Machine Learning

374 ratings at Udemy

Learn Python for data science & machine learning, and build unsupervised learning models w/ a top Python instructor!

• Udemy
• 16 hours 47 minutes
• On-Demand
• Paid Course

Unsupervised Machine Learning

359 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
• 22 hours 41 minutes
• On-Demand
• Paid Course

Linear Algebra for Machine Learning

Learn the linear algebra concepts behind machine learning.

• edX
• 4 weeks, 2-5 hours a week
• On-Demand
• Free Online Course (Audit)

Introduction to Machine Learning: Unsupervised Learning

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
• 14 hours 54 minutes
• On-Demand
• Paid Course

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
• 1 day
• On-Demand
• Paid Course

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
• 8 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)

Principal Component Analysis in Python and MATLAB

162 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

Feature Engineering For Machine Learning 101

122 ratings at Udemy

Feature Engineering | Machine Learning | Artificial Intelligence | Chat GPT | LLM | generative ai | Manus | Ai Agent

• Udemy
• 2 hours 9 minutes
• On-Demand
• Paid Course