Data Mining Courses and Certifications

UofU Data Science

Data Mining - Spring 2020

Master data mining techniques through comprehensive lectures covering algorithms, pattern recognition, and analytical methods for extracting insights from large datasets.

• YouTube
• 1 day 5 hours 28 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining - Spring 2016

Explore fundamental data mining techniques, algorithms, and applications through comprehensive university lectures covering pattern recognition, machine learning, and data analysis methods.

• YouTube
• 1 day 6 hours 20 minutes
• On-Demand
• Free Video

Great Learning

Clustering in Data Mining - K Means Clustering Algorithm - Hierarchical Clustering

This "Clustering in Data Mining" tutorial will help you to comprehensively learn all the concepts related to clustering algorithms.

• YouTube
• 3 hours 37 minutes
• On-Demand
• Free Video

Great Learning

Apriori Algorithm in Data Mining - Association Rule Mining - Data Science Algorithm

Comprehensive tutorial on the Apriori algorithm in data mining, covering its importance, application in association rule mining, and implementation, with a focus on conjoint analysis and market basket analysis.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

Great Learning

Data Mining with Python - Data Mining for Beginners

Learn data mining techniques using Python, covering classification, regression, and prediction. Gain practical skills to extract valuable insights from data for business and scientific applications.

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

UofU Data Science

Data Mining - Fall 2025

Explore advanced data mining techniques including clustering, streaming algorithms, privacy, anomalies, and machine learning theory through university-level lectures.

• YouTube
• 1 day 4 hours 13 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining - Spring 2025

Explore advanced data mining techniques including graph embeddings, clustering algorithms, privacy methods, and machine learning fundamentals through comprehensive lectures.

• YouTube
• 1 day 5 hours 18 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining - Spring 2023

Explore advanced data mining techniques including clustering algorithms, dimensionality reduction, streaming data analysis, and machine learning methods for large-scale data processing.

• YouTube
• 1 day 4 hours 36 minutes
• On-Demand
• Free Video

Introduction to Transforming with Data Analytics and the Digital Organization

65 reviews

Learn how data analytics powers the digital organization and gives it a competitive edge.

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

International Centre for Theoretical Sciences

Data Mining the Many-body Problem - From Equilibrium to Driven Systems by Marcello Dalmonte

Explore data mining techniques for many-body systems, from equilibrium to driven states. Learn to analyze complex quantum phenomena and their applications in theoretical physics.

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

Institute for Pure & Applied Mathematics (IPAM)

Constrained Multimodal Data Mining Using Coupled Matrix and Tensor Factorizations

Explore advanced techniques for analyzing complex multimodal data using coupled matrix and tensor factorizations. Learn about extracting insights from heterogeneous datasets in metabolomics and neuroscience.

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

Society for Industrial and Applied Mathematics

Surviving a Ph.D. and Career Options in Data Mining - Doctoral Forum Panel

Expert panel discusses strategies for Ph.D. success and post-doctoral career paths in academia, industry, and research labs, offering valuable insights for data mining doctoral students.

• YouTube
• 1 hour 58 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Randomness, Hash Functions and Probability Theory - Lecture 2

Explore fundamental concepts of data randomness, hash functions, and probability theory through birthday paradox and coupon collector problems in data mining.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

UofU Data Science

Introduction to Data Mining - Lecture 1

Discover fundamental concepts and techniques of data mining, including pattern recognition, clustering, and predictive modeling for real-world applications.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Understanding Metric Distances - Lecture 7

Explore fundamental concepts of metric distances in data mining, including distance measurements, similarity metrics, and their applications in clustering and classification algorithms.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video