Machine Learning Courses and Certifications

Cooper

DGA-Detect - Using Machine Learning for Collaborative DGA Detection

Explore machine learning techniques for collaborative detection of Domain Generation Algorithms (DGAs) in cybersecurity, enhancing threat intelligence and network defense capabilities.

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

APS Physics

From Physics to Machine Learning and Back

Explore the fascinating intersection of physics and machine learning, uncovering how these fields influence and enhance each other's methodologies and discoveries.

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

NDC Conferences

Easily Add Artificial Intelligence To Your Apps Using Machine Learning

Discover how to integrate AI into your apps using MLaaS, featuring live coding demonstrations of facial recognition and text sentiment analysis implementation.

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

NDC Conferences

Behind the AI Curtain - Designing for Trust in Machine Learning Products

Strategies for building user trust in AI products through collaborative design and data science, with a focus on integrating machine learning into product development and improving predictive analytics.

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

NDC Conferences

Not a Magic - What to Expect from Machine Learning Projects

Practical insights on implementing machine learning projects, covering data handling, algorithm selection, training, evaluation, and deployment challenges in organizational settings.

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

Bringing ML Workflows to Heterogeneous Cloud Native Machine Learning Platforms Using Intermediate Representation

Explore ML workflow portability using Intermediate Representation in Kubeflow Pipelines v2, enabling cross-platform compatibility and enhanced metadata tracking for efficient machine learning operations.

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

From Ground to Space: Cloud-Native Edge Machine Learning Case Studies with KubeEdge-Sedna

Explore cloud-native edge machine learning with KubeEdge-Sedna through robotics and satellite case studies, showcasing lifelong learning and joint inference capabilities for ground and space applications.

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

Black Hat

Attacking and Defending Machine Learning Applications of Public Cloud

Explore techniques for attacking and defending machine learning applications in public cloud environments, focusing on visual classification vulnerabilities and countermeasures.

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

Black Hat

Protecting the Protector - Hardening Machine Learning Defenses Against Adversarial Attacks

Strategies for enhancing machine learning model resilience against tampering, comparing cloud and client-based models, and exploring defense techniques for endpoint protection systems.

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

Black Hat

Garbage In, Garbage Out - How Purportedly Great Machine Learning Models Can Be Screwed Up by Bad Data

Explores how data quality impacts machine learning models for malicious URL detection, comparing results across different datasets and analyzing feature activations in neural networks.

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

Black Hat

Wire Me Through Machine Learning

Explore how machine learning can combat Business Email Compromise scams, a sophisticated threat that has cost organizations billions in losses through fraudulent wire transfers.

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

Black Hat

Defending Networks with Incomplete Information - A Machine Learning Approach

Explore machine learning techniques for network defense, focusing on automated event classification and prioritization to enhance security monitoring efficiency and effectiveness.

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

BSidesLV

ClusterF*ck - Actionable Intelligence from Machine Learning

Explore machine learning techniques for extracting actionable intelligence from complex data, focusing on practical applications and real-world insights in cybersecurity and data analysis.

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

BSidesLV

Making & Breaking Machine Learning Anomaly Detectors in Real Life

Explore machine learning anomaly detectors in cybersecurity, their creation, implementation, and potential vulnerabilities. Gain insights into real-world applications and challenges in this cutting-edge field.

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

The Magic of Machine Learning in Medicine

Discover how machine learning and smartphone apps can revolutionize medical diagnostics, particularly in detecting Parkinson's Disease, through innovative and interactive approaches.

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