Dimension Reduction Courses and Certifications

Exploratory Data Analysis

6056 ratings at Coursera

Learn essential exploratory techniques for summarizing data with Johns Hopkins University's 4-week course. Master R plotting systems and multivariate statistical techniques for high-dimensional data visualization.

• Coursera
• 55 hours
• On-Demand
• Free Online Course (Audit)

Data Analysis with Python Project

Learn to conduct real-life data analysis projects with Python in a 7-week course by the University of Colorado Boulder. Gain proficiency in supervised learning, regression, clustering, and more.

• Coursera
• 18 hours 10 minutes
• On-Demand
• Free Online Course (Audit)

Clustering Analysis

Explore unsupervised learning with a focus on clustering and dimension reduction techniques in this 6-week course by the University of Colorado Boulder. Gain hands-on experience through case studies.

• Coursera
• 1 day 13 hours 1 minute
• On-Demand
• Free Online Course (Audit)

Data Processing and Manipulation

Gain comprehensive skills in data processing and manipulation with this 4-week course from the University of Colorado Boulder. Learn to handle missing values, detect outliers, perform data scaling, and more.

• Coursera
• 1 day 4 hours 42 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Analysis with Python

Master data analysis techniques with Python through this comprehensive, hands-on course by University of Colorado Boulder, culminating in a project to demonstrate your skills.

• Coursera
• On-Demand
• Paid Course
• 5 courses

How to analyze a microbiome

Learn to analyze microbiome data with KU Leuven University's 7-week course. Understand microbial diversity, perform comparative studies, and compute associations using real-world examples.

• edX
• 7 weeks, 1-3 hours a week
• On-Demand
• Free Online Course (Audit)

Microcredential

Big Data Analytics

Get a practical insight into big data - and popular tools for collecting, analysing and visualising it - with this flexible program of online courses from Queensland University of Technology.

• FutureLearn
• 12 weeks, 2 hours a week
• On-Demand
• Paid Course
• 4 courses

STAT 508: Applied Data Mining & Statistical Learning

Data mining and statistical learning methods use a variety of computational tools for understanding large, complex datasets. In some cases, the focus is on building models to predict a quantitative or qualitative output based on a collection of inputs. I…

• OPEN.ED@PSU
• On-Demand
• Free Online Course

Linear Algebra for Data Science in R

This course is an introduction to linear algebra, one of the most important mathematical topics underpinning data science.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Python for Data Science Essential Training Part 2

251 ratings at LinkedIn Learning

Learn Python programming for data science. Part 2 describes how to use machine learning to generate predictions and recommendations and automate routine tasks.

• LinkedIn Learning
• 3-4 hours
• On-Demand
• Free Trial Available

Unsupervised Learning in Python

65 ratings at DataCamp

Learn how to cluster, transform, visualize, and extract insights from unlabeled datasets using scikit-learn and scipy.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Great Learning

Linear Discriminant Analysis - Discriminant Analysis Tutorial - Machine Learning Tutorial

Explore Linear Discriminant Analysis with Great Learning's tutorial. Understand its application in machine learning, pattern classification, and problem-solving in various industries. Duration: 1-2 hours.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

IEEE

Small Covers for Near-zero Sets of Polynomials and Learning Latent Variable Models

Explore polynomial sets and latent variable models with this under-1-hour material from IEEE, featuring insights from UW Madison and UCSD experts.

• YouTube
• 25 minutes
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

John Harer - Topological Data Analysis and Machine Learning

Explore topological data analysis and machine learning in less than an hour with John Harer's program offered by the Applied Algebraic Topology Network.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Applied Algebraic Topology Network

Hengrui Luo - Generalized Penalty for Circular Coordinate Representation

Explore topological data analysis and dimension reduction techniques with the Applied Algebraic Topology Network. Learn about circular coordinate representation and generalized penalty functions in under an hour.

• YouTube
• 21 minutes
• On-Demand
• Free Online Course