Data Mining Courses and Certifications

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

WeAreDevelopers

Data Mining for Security Anomalies

Explore techniques for collecting, processing, and mining security event data to detect anomalies and generate actionable insights for improved system protection.

• YouTube
• 34 minutes
• Self-Paced
• Conference Talk

WeAreDevelopers

Repository Data Mining on GitHub

Explore data mining techniques on GitHub repositories, covering machine learning, text classification, and collaborative development practices for enhanced project insights and efficiency.

• YouTube
• 32 minutes
• Self-Paced
• Conference Talk

Center for Language & Speech Processing(CLSP), JHU

Speech and Dialog Mining on Heterogeneous Data

Explore techniques for analyzing and extracting valuable insights from large volumes of customer interactions, including speech and associated data, to enhance business operations.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Learning and Mining in Large-Scale Time Series Data - 2015

Explore machine learning approaches for analyzing large-scale time series and spatio-temporal data, with applications in healthcare and climate modeling.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Datamine Software

The Mining Data Stream - How Connected Systems Improve Data Quality and Operational Efficiency

Discover how connected systems in mining operations can enhance data quality and operational efficiency through improved data streams and integrated technological solutions.

• YouTube
• 23 minutes
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Advanced Web Scraping Techniques

Master advanced web scraping in Python, from handling pagination to extracting tables, lists, and images. Build robust scrapers using BeautifulSoup and Requests to tackle real-world data extraction challenges.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Career Certificate

Recommendation Systems Theory and Coding

Master collaborative filtering, content-based methods, and hybrid techniques to build recommendation systems from scratch with hands-on projects and real-world applications.

• CodeSignal
• 15 hours
• Self-Paced
• Free Certificate
• 4 courses

Bioinformatics Coach

Data Mining - Biological Databases

Learn to mine biological databases, download gene expression data, and use tools like TCGA, NCBI, and SRA toolkit for bioinformatics research. Covers Python and R programming for data analysis.

• YouTube
• 2 hours 30 minutes
• Self-Paced
• Free Video