Data Mining Courses and Certifications

UofU Data Science

Data Mining: Sketch Algorithms and Count-Min Sketch Analysis - Spring 2023

Explore advanced sketch algorithms including Misra-Gries and Count-min techniques for efficient data mining, with detailed analysis and practical applications.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Streaming Algorithms and the Misra-Gries Algorithm - Spring 2023

Master streaming algorithms and frequency estimation through Misra-Gries techniques, spectral clustering, and majority algorithms for efficient data mining solutions.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

UofU Data Science

Spectral Clustering and Graph Partitioning - Data Mining Spring 2023

Master spectral clustering concepts through graph theory, Laplacians, eigenvalues, and practical algorithms for data partitioning and similarity analysis.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Understanding Hierarchical Clustering - Spring 2023

Master hierarchical clustering techniques, from basic concepts to advanced validation methods, including cluster proximity measures, stopping criteria, and efficiency considerations.

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

UofU Data Science

Understanding Distance Metrics in Data Mining - Spring 2023

Explore various distance metrics in data mining, from Euclidean and Manhattan to Mahalanobis and Angular, learning their applications, limitations, and relationships to LSH algorithms.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Choosing k for MinHashing - Spring 2023

Delve into advanced min hashing concepts, exploring PAC learning, Central Limit Theorem, and Chernoff-Hoeffding Inequality to optimize k-value selection for accurate Jaccard similarity estimates.

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

UofU Data Science

Min Hashing in Data Mining - Spring 2023

Master min-hashing techniques for data mining, from basic concepts to fast implementation, including characteristic matrices, crucial properties, and practical exercises for efficient similarity estimation.

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

UofU Data Science

Data Mining: K-grams and Jaccard Similarity - Spring 2023

Dive into k-grams and Jaccard similarity concepts through practical examples and exercises, covering set similarities and fundamental data mining principles for effective text analysis.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

UofU Data Science

Welcome to Data Mining - L1

Discover data mining fundamentals through course mechanics and comprehensive overview in this introductory session from UofU Data Science.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Nearest Neighbor Search Using KD-Trees, LSH and Graph-Based Descent - Lecture 9

Explore efficient nearest neighbor search techniques through kd-trees, locality-sensitive hashing (LSH), and graph-based descent methods for approximate solutions.

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

UofU Data Science

Data Mining Lecture 23 - PageRank

Explore the PageRank algorithm, its principles, and applications in data mining in this comprehensive lecture from UofU Data Science.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining - Random Projections - Lecture 16

Explore random projections for dimension reduction in data mining, focusing on Euclidean distance, projections, and their applications.

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

UofU Data Science

Data Mining Lecture 15 - CountMin Sketch

Explore the CountMin Sketch algorithm, a probabilistic data structure for efficient frequency estimation in data streams.

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

UofU Data Science

Data Mining Lecture 19 - Distance Metric Learning

Explore distance metric learning concepts and techniques in this comprehensive data mining lecture from UofU Data Science.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Distances and Similarities - Lecture 4

Explore distance metrics and similarity measures, focusing on Jaccard distance, k-grams implementation, and their practical applications in measuring text similarities.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video