Principal Component Analysis Courses and Certifications

Tiling the Genome - Naming the Parts of Your Genome That Make You You

Explore genomic tiling, precision medicine, and the future of DNA-based healthcare. Learn about organizing computational resources, big data platforms, and the Personal Genome Project's impact on clinical genetics.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Statistics for Applications

1 review

This course offers an in-depth the theoretical foundations for statistical methods that are useful in many applications.

• MIT OpenCourseWare
• 28 hours
• On-Demand
• Free Video

Mathematics for Machine Learning: PCA

3092 ratings at Coursera

Explore mathematical foundations of Principal Component Analysis (PCA) for dimensionality reduction. Learn statistics, inner products, orthogonal projections, and derive PCA from a geometric perspective.

• Coursera
• 20 hours 39 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)

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

Clustering Analysis

Explore unsupervised learning techniques, including clustering methods and dimension reduction, to uncover patterns and insights in diverse datasets through hands-on tutorials and case studies.

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

Resampling, Selection and Splines

Explore advanced statistical learning techniques for data science, including resampling methods, model optimization, and non-linear approaches to enhance prediction accuracy and interpretability.

• Coursera
• 15 hours 55 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

Complete Machine Learning & Data Science with Python | A-Z

323 ratings at Udemy

Use Scikit, learn NumPy, Pandas, Matplotlib, Seaborn and dive into machine learning A-Z with Python and Data Science.

• Udemy
• 8 hours 42 minutes
• On-Demand
• Paid Course

Statistics with R - Advanced Level

213 ratings at Udemy

Mastering advanced statistical analyses in R: from ANCOVA to logistic regression, multidimensional scaling, factor analysis, cluster analysis, and discriminant analysis. Gain expertise in sophisticated data scrutiny techniques.

• Udemy
• 4 hours 15 minutes
• On-Demand
• Paid Course

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

Data Manipulation and PCA (Principal Component Analysis )

101 ratings at Udemy

Learn essential data manipulation techniques and Principal Component Analysis, from handling missing values to computing correlation matrices and selecting components.

• Udemy
• 1-2 hours
• On-Demand
• Free Online Course

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)

Machine Learning for Beginner (AI) - Data Science

49 ratings at Udemy

Learn Machine Learning from scratch. Mathematical & Graphical explanation, Python projects and ebooks

• Udemy
• 7 hours
• On-Demand
• Paid Course

Whizlabs

Data Engineering in AWS

15 ratings at Coursera

Learn data engineering techniques for AWS, including data gathering, handling missing data, feature extraction, and selection using PCA and variance thresholds. Gain hands-on experience with SageMaker and AWS migration tools.

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