Dimensionality Reduction Courses and Certifications

Unsupervised Learning and Its Applications in Marketing

Explore unsupervised learning techniques in Python for marketing insights. Uncover customer segments, reduce data dimensions, detect anomalies, and build recommender systems to drive data-driven marketing strategies.

• Coursera
• 21 hours 43 minutes
• On-Demand
• Free Online Course (Audit)

Big Data Analytics in Healthcare

In this course, we introduce the characteristics of medical data and associated data mining challenges on dealing with such data. We cover various algorithms and systems.

• Udacity
• 8 weeks
• On-Demand
• Free Online Course

Dimensionality Reduction in R

1 review

Develop your intuition for when to reduce dimensionality in your data, and master the fundamentals of how to do so in R.

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

Single-Cell RNA-Seq with Bioconductor in R

1 review

Analyze single-cell RNA-Seq data using normalization, dimensionality reduction, clustering and differential expression.

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

Machine Learning

1 review

Comprehensive introduction to machine learning concepts, from fundamentals to advanced techniques, with clear explanations and practical applications.

• YouTube
• 22 hours
• On-Demand
• Free Video

Machine Learning with Python

1 review

Explore machine learning basics, algorithms, and models using Python. Learn supervised and unsupervised techniques, statistical modeling, and real-world applications. Gain practical skills in classification, regression, clustering, and dimensionality red…

• Cognitive Class
• 3 hours
• On-Demand
• Free Online Course

University of Tübingen

Introduction to Machine Learning

Explore key machine learning concepts and techniques, from linear regression to deep learning, clustering, and dimensionality reduction, with hands-on applications.

• YouTube
• 11 hours
• On-Demand
• Free Online Course

Machine Learning - Dimensionality Reduction

Learn techniques to reduce dataset features using PCA and EFA, with hands-on practice in R. Explore the theory and application of dimensionality reduction in machine learning.

• Cognitive Class
• 6 hours
• On-Demand
• Free Online Course

Machine Learning for Marketing Analytics in R

In this course you'll learn how to use data science for several common marketing tasks.

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

Advanced Dimensionality Reduction in R

Learn how to apply advanced dimensionality techniques such as t-SNE and GLRM.

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

Advanced Predictive Modelling in R Certification Training

Master R for data science with advanced analytics, regression, forecasting, and churn analysis. Gain expertise in imputation, dimensionality reduction, and survival analysis techniques.

• Edureka
• On-Demand
• Paid Course

Data Science Foundations: Data Mining

304 ratings at LinkedIn Learning

Learn the key concepts and skills behind one of the most important elements of data science: data mining.

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

IIT Kharagpur;  NPTEL

Mathematics for Machine Learning

Explore advanced mathematical concepts essential for developing robust machine learning algorithms, including optimization, regularization, and statistical modeling techniques.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Data Science Foundations: Data Mining in R

154 ratings at LinkedIn Learning

Do you work in data analysis? Learn how to mine data using R. Topics include dimensionality reduction, clustering, classification, association analysis, and more.

• LinkedIn Learning
• 3 hours 52 minutes
• On-Demand
• Free Trial Available

Feature Engineering in R

Learn the principles of feature engineering for machine learning models and how to implement them using the R tidymodels framework.

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