Mining Courses

Great Learning

Data Mining with Python - Data Mining for Beginners

Learn data mining techniques using Python, covering classification, regression, and prediction. Gain practical skills to extract valuable insights from data for business and scientific applications.

• YouTube
• 56 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

Black Hat

Mining and Exploiting Mobile Payment Credential Leaks in the Wild

Explores prevalence and security impacts of payment credential leaks from mobile apps, revealing vulnerabilities in third-party payment systems serving billions of users globally.

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

Black Hat

Permission Mining in GCP

Explore effective permissions and identity assumption in Google Cloud Platform to enhance security and prevent privilege escalation risks.

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

nullcon

Mobile Code Mining for Discovery & Exploits

Explore mobile app vulnerabilities across iOS, Android, and Windows platforms, with demos and tools for effective source code review and security analysis.

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

Recon Conference

Mining Disputed Territories - Studying Attacker Signatures

Explore attacker dynamics and signatures in cyber conflicts, leveraging insights for proactive defense and enhanced situational awareness in the cybersecurity landscape.

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

BSidesLV

Mining Software Vulnerabilities in SCCM / NIST's NVD - The Rocky Road to Data Nirvana

Explore software vulnerability mining in SCCM and NIST's NVD, uncovering challenges and insights in the journey towards comprehensive data analysis and improved cybersecurity practices.

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

GOTO Conferences

Mining Repository Data to Debug Software Development Teams

Explore techniques for analyzing repository data to identify misalignments between team and technical architectures, enabling proactive problem-solving in software development.

• YouTube
• 48 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

GDC

Mining Your Own Design - Crafting the Crafting System in Astroneer

Explore how System Era Softworks enhanced Astroneer's crafting system by analyzing existing design, making extensive changes without destabilizing gameplay, and deepening player engagement.

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

Strange Loop Conference

The Unintended Consequences of Mining Software Build Systems

Explore how historical build failure data can improve software development processes, with insights on testing, code reviews, remote onboarding, and productivity measurement.

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

Association for Computing Machinery (ACM)

Mining Controller Inputs to Understand Gameplay

Innovative approach using probabilistic topic models to analyze controller inputs, revealing gameplay patterns and player-independent action types in video games.

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

Association for Computing Machinery (ACM)

ERICA - Interaction Mining Mobile Apps

Innovative system for capturing app design components, enabling data-driven design through interaction mining. Detects UI changes, records data streams, and creates user interaction traces for improved UX analysis and development.

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