Data Mining Courses and Certifications

Predator to Prey - Tracking Criminals with Trojans and Data Mining for Fun and Profit

Explore tracking techniques for stolen devices, from USB hacks to data mining, with ethical considerations and real-world case studies in digital forensics and cybersecurity.

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

OWASP Foundation

Over 20 Years of SQL Injection Attacks - Refining Web Attack Detection Using Data Mining Techniques

Explore data mining techniques to refine SQL injection attack detection using CDN logs, NLP, and clustering for improved web security and emerging threat identification.

• YouTube
• 25 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

Black Hat

SQL Injection and Data Mining Through Inference

Explore advanced SQL injection techniques and data mining through inference, focusing on exploiting database vulnerabilities and extracting sensitive information.

• YouTube
• 1 hour 33 minutes
• Self-Paced
• Conference Talk

Black Hat

NT - 2K Incident Response & Mining for Hidden Data - PostMortem of Windows Box

Explore advanced techniques for Windows incident response and data mining, uncovering hidden information in NT/2K systems for effective forensic analysis.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Conference Talk

Black Hat

NT - 2K Incident Response & Mining Hidden Data - PostMortem of Windows Box pt2

Explore advanced techniques for Windows incident response and data mining, focusing on hidden information extraction and post-mortem analysis of compromised systems.

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

Data Mining Wireless Survey Data with ELK

Explore data mining techniques for wireless survey data using ELK stack, enhancing network analysis and security insights.

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

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
• Self-Paced
• 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
• 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

Devoxx

Understanding the Human Genome: Data Mining in the World of DNA

Explore state-of-the-art human genomics research and how machine learning mines information from publications to link genes, mutations, and diseases using VarSome's bioinformatics solutions.

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

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