Machine Learning Security Courses and Certifications

Machine Learning and Artificial Intelligence Security Risk: Categorizing Attacks and Failure Modes

19 ratings at LinkedIn Learning

Learn how and why machine learning and artificial intelligence technology fails and understand ways to make these systems more secure and resilient.

• LinkedIn Learning
• 1-2 hours
• On-Demand
• Free Trial Available

Amazon Web Services;  Amazon

Machine Learning Security

Learn to secure applications and manage permissions on AWS platform, covering topics like NACLs, security groups, and encryption key management. 2-hour course.

• AWS Skill Builder
• 2 hours
• On-Demand
• Free Certificate

RSA Conference

AI Security Engineering - Modeling - Detecting - Mitigating New Vulnerabilities

Explore AI security threats and learn to detect and mitigate them with Microsoft experts in this under 1-hour session offered by RSA Conference.

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

Amazon Web Services;  Amazon

Machine Learning Learning Plan

Learn to integrate machine learning and AI into tools and applications with Amazon Web Services' 36-hour course. Prepares for AWS Certified Machine Learning - Specialty exam.

• AWS Skill Builder
• 36 hours
• On-Demand
• Free Certificate

44CON Information Security Conference

JARVIS Never Saw It Coming - Hacking Machine Learning in Speech, Text and Face Recognition

Explore hacking and manipulating machine learning systems with 44CON's under 1-hour session. Learn to identify weak points, exploit them, and influence output. Live demo included.

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

IEEE

On the Robustness of Deep K-Nearest Neighbors

Explore the robustness of Deep K-Nearest Neighbors against adversarial examples in this short IEEE presentation. Learn about kNN classifiers, heuristic attacks, and defense strategies.

• YouTube
• 16 minutes
• On-Demand
• Free Online Course

USENIX

Lessons Learned from Evaluating the Robustness of Defenses to Adversarial Examples

Explore the robustness of defenses to adversarial examples in machine learning with Google Research Scientist, Nicholas Carlini. Offered by USENIX, this short program delves into common evaluation pitfalls and provides actionable advice.

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

OWASP Foundation

MLSec Going Deeper

Dive deep into ML security with OWASP Foundation's concise program. Learn about adversarial samples, attack goals, various classification methods, and robustness toolkit in under an hour.

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

Build and operate machine learning solutions with Azure Machine Learning

Master Azure Machine Learning with Microsoft's 10-11 hour course. Learn to build, operate, and monitor machine learning solutions, tune hyperparameters, ensure data privacy, and mitigate model unfairness.

• Microsoft Learn
• 10-11 hours
• On-Demand
• Free Online Course

BSidesLV

The New Cat and Mouse Game - Attacking and Defending Machine Learning Based Software

Explore machine learning basics and security with Joshua Saxe in this short program by BSidesLV. Learn through case studies and demonstrations.

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

RSA Conference

Attacking Machine Learning - On the Security and Privacy of Neural Networks

Explore the security and privacy concerns of machine learning with Google's Research Scientist, Nicholas Carlini, in this short program offered by RSA Conference. Learn about adversarial examples, data leakage, and deploying defenses.

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

Black Hat

Smashing the ML Stack for Fun and Lawsuits

Explore the legal risks of testing commercial ML systems' security with Black Hat. Understand evasion, poisoning, model inversion, and legal implications in under 1 hour.

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

Open Data Science

Flawed Machine Learning Security - Alejandro Saucedo

Explore machine learning security flaws and solutions with Alejandro Saucedo, Chief Scientist at the Institute for Ethical AI & Machine Learning, in this less than 1-hour offering by Open Data Science.

• YouTube
• 39 minutes
• On-Demand
• Free Online Course

Devoxx

Understanding Security Threats Against Machine - Deep Learning Applications

Explore security threats against machine/deep learning applications with Abraham Kang in this 2-3 hour Devoxx program. Learn about neural networks, hacking methods, and more. Suitable for all developer levels.

• YouTube
• 2 hours 13 minutes
• On-Demand
• Conference Talk

EuroPython Conference

Secure Python ML - The Major Security Flaws in the ML Lifecycle and How to Avoid Them

Learn to identify and mitigate security risks in the machine learning lifecycle with Alejandro Saucedo at the EuroPython Conference. Gain practical skills in securing ML systems in under an hour.

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