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TORRENT DETAILS
Linkedin - Introduction To MLSecOps
TORRENT SUMMARY
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Level: Intermediate | Genre: eLearning | Language: English
The more we rely on artificial intelligence (AI) and machine learning (ML), the more we need those systems to be trustworthy and resilient. In this course—designed for ML engineers, data scientists, AppSec or MLSec practitioners, and business leaders—join instructor Diana Kelley as she provides a comprehensive overview of how to build security into machine learning and AI by focusing on the most impactful security issues and prevention strategies using the MLSecOps framework.
Explore how the MLOps lifecycle overlaps and converges with DevSecOps to find out how and where security can be woven into the ML pipeline. Diana shows you how to begin to secure machine learning models, conduct AI-aware risk assessments, audit and monitor supply chains, implement incident response plans, and build your MLSecOps dream team. By the end of this course, you’ll be prepared to help individuals and organizations be more proactive about securing their AI and ML systems.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - The power of MLSecOps.mp4
2.4 MB
~Get Your Files Here !/01 - Introduction/01 - The power of MLSecOps.srt
1.1 KB
~Get Your Files Here !/02 - 1. Introduction to MLSecOps/01 - What is MLSecOps.mp4
9.3 MB
~Get Your Files Here !/02 - 1. Introduction to MLSecOps/01 - What is MLSecOps.srt
8.1 KB
~Get Your Files Here !/02 - 1. Introduction to MLSecOps/02 - The benefits of AI risk awareness in organizations.mp4
6.2 MB
~Get Your Files Here !/02 - 1. Introduction to MLSecOps/02 - The benefits of AI risk awareness in organizations.srt
5.1 KB
~Get Your Files Here !/02 - 1. Introduction to MLSecOps/03 - Key MLSecOps categories of assurance explained.mp4
6.3 MB
~Get Your Files Here !/02 - 1. Introduction to MLSecOps/03 - Key MLSecOps categories of assurance explained.srt
5.9 KB
~Get Your Files Here !/02 - 1. Introduction to MLSecOps/04 - Understanding the MLSecOps framework.mp4
6.4 MB
~Get Your Files Here !/02 - 1. Introduction to MLSecOps/04 - Understanding the MLSecOps framework.srt
6.5 KB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/01 - Map, measure, manage, and govern.mp4
7.4 MB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/01 - Map, measure, manage, and govern.srt
5.4 KB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/02 - AI attack vectors and vulnerabilities.mp4
6.1 MB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/02 - AI attack vectors and vulnerabilities.srt
5.9 KB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/03 - Introduction to threat modeling for AI systems.mp4
6.1 MB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/03 - Introduction to threat modeling for AI systems.srt
4.3 KB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/04 - Customized threat models.mp4
7.3 MB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/04 - Customized threat models.srt
5.6 KB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/05 - Strategic threat analysis.mp4
5.5 MB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/05 - Strategic threat analysis.srt
4.7 KB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/06 - Ensuring adversarial robustness.mp4
7.4 MB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/06 - Ensuring adversarial robustness.srt
5.2 KB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/07 - Secure model deployment and monitoring.mp4
4.7 MB
~Get Your Files Here !/03 - 2. Applying MLSecOps to Secure the AI Lifecycle/07 - Secure model deployment and monitoring.srt
4.3 KB
~Get Your Files Here !/04 - 3. The MLSecOps Dream Team/01 - Building the team Ownership and roles.mp4
6.4 MB
~Get Your Files Here !/04 - 3. The MLSecOps Dream Team/01 - Building the team Ownership and roles.srt
6.4 KB
~Get Your Files Here !/04 - 3. The MLSecOps Dream Team/02 - Introduction to the Violet teaming integrative framework.mp4
4.2 MB
~Get Your Files Here !/04 - 3. The MLSecOps Dream Team/02 - Introduction to the Violet teaming integrative framework.srt
4.2 KB
~Get Your Files Here !/04 - 3. The MLSecOps Dream Team/03 - Facilitating cross-collaboration for MLSecOps implementation.mp4
8.7 MB
~Get Your Files Here !/04 - 3. The MLSecOps Dream Team/03 - Facilitating cross-collaboration for MLSecOps implementation.srt
7.5 KB
~Get Your Files Here !/04 - 3. The MLSecOps Dream Team/04 - Empowering MLSecOps stakeholders with team training.mp4
4.8 MB
~Get Your Files Here !/04 - 3. The MLSecOps Dream Team/04 - Empowering MLSecOps stakeholders with team training.srt
4.3 KB
~Get Your Files Here !/05 - 4. MLSecOps Implementation and Strategy Risk Assessment and Incident Response/01 - Step-by-step Infusing MLSecOps into existing processes.mp4
5 MB
~Get Your Files Here !/05 - 4. MLSecOps Implementation and Strategy Risk Assessment and Incident Response/01 - Step-by-step Infusing MLSecOps into existing processes.srt
4.3 KB
~Get Your Files Here !/05 - 4. MLSecOps Implementation and Strategy Risk Assessment and Incident Response/02 - Foundations for AIML risk assessments and assurance.mp4
5.7 MB
~Get Your Files Here !/05 - 4. MLSecOps Implementation and Strategy Risk Assessment and Incident Response/02 - Foundations for AIML risk assessments and assurance.srt
5.2 KB
~Get Your Files Here !/05 - 4. MLSecOps Implementation and Strategy Risk Assessment and Incident Response/03 - AI incident response plans.mp4
5.8 MB
~Get Your Files Here !/05 - 4. MLSecOps Implementation and Strategy Risk Assessment and Incident Response/03 - AI incident response plans.srt
5.1 KB
~Get Your Files Here !/05 - 4. MLSecOps Implementation and Strategy Risk Assessment and Incident Response/04 - Audit, inventory, and supply chain.mp4
5.3 MB
~Get Your Files Here !/05 - 4. MLSecOps Implementation and Strategy Risk Assessment and Incident Response/04 - Audit, inventory, and supply chain.srt
5 KB
~Get Your Files Here !/06 - Conclusion/01 - Mastering MLSecOps Safeguarding AI in the modern era.mp4
2.8 MB
~Get Your Files Here !/06 - Conclusion/01 - Mastering MLSecOps Safeguarding AI in the modern era.srt
