Mining Courses

Open Data Science

Boston Data Mining - A High-Performance Implementation of Bayesian Clustering

Explore Bayesian nonparametric methods and probabilistic machine learning, focusing on the Chinese Restaurant Process for clustering. Learn optimization strategies for applying these models to big data.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Data Science Dojo

Data Mining Crash Course

Comprehensive overview of data mining essentials, covering data types, quality, preprocessing, similarity analysis, and visualization techniques for effective data-driven decision making.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

USENIX

Config2Spec - Mining Network Specifications from Network Configurations

Automated system for synthesizing formal network specifications from configurations, combining data plane analysis and control plane verification to enhance network reliability and security.

• YouTube
• 21 minutes
• On-Demand
• 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
• On-Demand
• Conference Talk

Elvis Saravia

Building Tools and Frameworks for Large-Scale Social Media Mining

Learn to build tools and frameworks for large-scale social media mining, focusing on creating data infrastructure for COVID-19 research using Twitter data. Gain insights on challenges, solutions, and best practices.

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

Simons Institute

Game Theory Applied to Mining Pools, Token Offering, DAO, and Consensus Protocols

Explore game theory applications in blockchain, including mining pools, token offerings, DAOs, and consensus protocols. Gain insights into economic models and strategic decision-making in cryptocurrency ecosystems.

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

Mineralogical Society of America

The Environmental Legacy of Mercury, Gold, and Asbestos Mining - Evaluation of Long-Term Impacts

Explore long-term environmental impacts of mercury, gold, and asbestos mining, focusing on sustainable development and future challenges in mineral resource management.

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

Bill Buchanan OBE

Network Attack Traffic and Data Mining - Lab 6

Explore network attack traffic and data mining techniques, including statistics, Nmap, Hydra, and crosscorrelation analysis for enhanced cybersecurity understanding.

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

Y Combinator

YC Tech Talks - Climate Tech with Charge Robotics, Wright Electric and Impossible Mining

Explore innovative climate tech solutions: electric planes, solar installation robots, underwater mining, and more. Founders share insights on tackling environmental challenges through cutting-edge technology and entrepreneurship.

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