Data Mining Courses and Certifications

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
• Self-Paced
• 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
• Self-Paced
• Free Video

UofU Data Science

Data Mining Lecture 20 - Outliers

Explore outlier detection methods and techniques in data mining, understanding how to identify and handle anomalous data points.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• 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
• Self-Paced
• Free Video

UofU Data Science

Data Mining: Anomaly Detection and Statistical Testing - Lecture 3

Dive into advanced anomaly detection techniques, exploring log-likelihood ratios, change point scanning, and permutation testing methodologies for effective data analysis.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

UofU Data Science

Distances for Distributions in Data Mining - Lecture 10

Explore statistical methods for measuring distances between probability distributions, including key concepts and practical applications in data mining and analysis.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

UofU Data Science

Data Mining: Hierarchical and Density-Based Clustering Methods - Lecture 11

Explore hierarchical clustering techniques including HAC, DBScan, and density-based methods while mastering key concepts in data grouping and cluster analysis.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

UofU Data Science

Data Mining: Assignment-Based Clustering and k-Means Algorithms - Lecture 12

Dive into clustering algorithms like k-means, k-center, and k-median, exploring implementation techniques through Gonzalez, Lloyd's, and k-means++ algorithms for effective data grouping.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

UofU Data Science

Data Mining Lecture 18 - Matrix Sketching

Explore matrix sketching techniques in data mining, understanding how to efficiently represent large matrices with smaller ones while preserving essential properties.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video