Data Mining Courses and Certifications

UofU Data Science

MapReduce and Distributed Computing for Data Mining - Spring 2023

Master distributed computing fundamentals through MapReduce, exploring cluster computing challenges, file systems, and practical applications like PageRank and community detection algorithms.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Introduction to Linear Regression - Spring 2023

Master linear regression fundamentals, from basic concepts to least squares method, while learning how to apply these techniques for effective data analysis and predictive modeling.

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

UofU Data Science

K-means Clustering and Validation Methods in Data Mining - Spring 2023

Master clustering algorithms through k-means, k-medoids, and Lloyd's algorithm, including initialization techniques, validation methods, and performance metrics for effective data mining applications.

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

UofU Data Science

Data Mining: Embeddings and Representations in Machine Learning - Spring 2023

Explore data representation techniques from TF-IDF to contextualized embeddings, covering word analogies, societal biases, and image representations for advanced data mining applications.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

Data Science Conference

Full Lifecycle Modeling with SAS Viya - Data Mining and Machine Learning

Master the complete data mining lifecycle using SAS Viya, from data preparation and exploration to building predictive models and deployment, enabling better business decisions through advanced analytics.

• YouTube
• 1 hour 31 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Locality-Sensitive Hashing for Similarity Measures - Lecture 6

Dive into Locality-Sensitive Hashing (LSH) techniques, exploring min-hash algorithms, Jaccard similarity, and triangle-based approaches for efficient data mining and similarity search.

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

UofU Data Science

Data Mining Lecture 17 - Principal Component Analysis

Explore Principal Component Analysis (PCA) through projections, basis vectors, SVD, and eigendecompositions in this comprehensive data mining lecture.

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

Confreaks

Data Mining vSphere with PowerCLI

Unlock VMware vSphere's potential using PowerCLI for automated data mining, performance analysis, and custom reporting to transform infrastructure data into actionable insights.

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

Portrait Service - AI-Driven PB-Scale Data Mining for Cost Optimization and Stability Enhancement

Discover how Kuaishou uses AI-driven data mining to optimize Kubernetes infrastructure, managing 200K+ machines with enhanced stability and 20% performance gains through intelligent resource allocation.

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

UofU Data Science

Data Mining: Markov Chains for Graphs - Lecture 22

Explore the modeling of graphs as Markov Chains, including concepts of ergodicity, limiting state vectors, and delicate balance in this data mining lecture.

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

UofU Data Science

Statistical Principles for Data Mining - L2

Discover probabilistic modeling fundamentals for data mining including IID samples, hashing techniques, birthday paradox, and coupon collector problems.

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

CITA Presentations

Dynamical Data Mining Across Galactic Scales

Explore advanced data mining techniques for analyzing galactic dynamics, from stellar movements to large-scale structure formation in the universe, guided by expert insights.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining Lecture 21 - Privacy

Explore privacy challenges in data mining, from Massachusetts medical data to k-anonymity concepts and the Netflix challenge's intersection with IMDB databases.

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

Center for Language & Speech Processing(CLSP), JHU

Speech and Dialog Mining on Heterogeneous Data

Explore advanced techniques for mining speech and dialog data across diverse formats and sources with expert insights from Johns Hopkins University's language processing center.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Process Mining Mastery: Transform Data into Process Insights

39 ratings at Udemy

Master Process Mining techniques to unlock data insights and drive process mapping, improvement and optimization

• Udemy
• 5 hours 31 minutes
• On-Demand
• Paid Course