Mining Courses

Paul G. Allen School

PLSE Seminar Series - Alessandra Gorla - Mining Android Apps for Anomalous Behavior

Techniques for detecting suspicious behavior in Android apps by clustering based on advertised functionality and identifying outliers in API usage, with applications in malware detection.

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

Australian Water School

MAR for Mining

Explore how Managed Aquifer Recharge (MAR) is revolutionizing water management in mining, benefiting groundwater users and the environment through innovative reinjection techniques.

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

CAE in Cybersecurity Community

Botnets for Mining Cryptocurrencies - Renita Murimi

Explore botnet threats to cryptocurrency mining, including history, mechanisms, and countermeasures. Learn about consensus protocols, browser evolution, and emerging trends in this cybersecurity challenge.

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

Association for Computing Machinery (ACM)

Scientific Text Mining and Knowledge Graphs - Part 2-1

Explore scientific text mining and knowledge graphs, focusing on phrase mining, named entity recognition, and meta-pattern mining for information extraction in various domains.

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

Association for Computing Machinery (ACM)

Scientific Text Mining and Knowledge Graphs

Explore scientific text mining and knowledge graphs, focusing on sequence labeling, multi-output models, and ensemble learning for information extraction and table component analysis.

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

Association for Computing Machinery (ACM)

Graph Mining Hamilton

Learn graph representation techniques for node classification, link prediction, and graph classification. Explore deep learning on graphs, GNNs, and their applications in drug repurposing and recommender systems.

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

Association for Computing Machinery (ACM)

Minesweeper - An In-Depth Look into Drive-By Cryptocurrency Mining and Its Defense

Explore drive-by cryptocurrency mining, its prevalence, and defense strategies. Analyze cryptojacking threats, evasion techniques, and profit estimation in this comprehensive cybersecurity examination.

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

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

USENIX Enigma Conference

FeatureSmith- Learning to Detect Malware by Mining the Security Literature - USENIX Enigma 2017

Automated feature engineering system for malware detection using AI to synthesize knowledge from research papers, achieving comparable performance to manual methods and suggesting new informative features.

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

Association for Computing Machinery (ACM)

FeatureSmith - Automatically Engineering Features for Malware Detection by Mining the Security Literature

Explore automated feature engineering for malware detection using security literature mining, enhancing detection accuracy and providing explainable results.

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

NorthSec

Trick or Treat - Unveil the "Stratum" of the Mining Pools

Unveil mining pool strategies, identify Stratum servers, and explore cryptomining malware detection techniques through static and dynamic analysis, web scraping, and network scanning.

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

Hausdorff Center for Mathematics

Proof Mining in Bounded Arithmetic

Explore proof mining in bounded arithmetic, focusing on computational content, complexity classes, and applications in mathematical logic and theoretical computer science.

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

Institute for Pure & Applied Mathematics (IPAM)

Constrained Multimodal Data Mining Using Coupled Matrix and Tensor Factorizations

Explore advanced techniques for analyzing complex multimodal data using coupled matrix and tensor factorizations. Learn about extracting insights from heterogeneous datasets in metabolomics and neuroscience.

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

media.ccc.de

From Data-Mining via Predictive Analytics to Surveillance Capitalism

Erörterung der Entwicklung von Data-Mining zu prädiktiver Analytik und Überwachungskapitalismus, mit Fokus auf gesellschaftliche Auswirkungen und ethische Bedenken der digitalen Überwachung.

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

Great Learning

Data Analysis of Amazon Reviews - Data Mining

Learn to scrape and analyze Amazon reviews using Python, covering web scraping techniques, data preprocessing, and visualization for valuable e-commerce insights.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video