Analyze, Create, and Evaluate Cloud Security

Overview

Master cloud security through IAM log analysis, infrastructure-as-code policy creation, and compliance evaluation against SOC 2 and NIST standards for ML/AI professionals.

Syllabus

• Introduction to Cloud Security
Overview of cloud security principles
Importance of cloud security in AI/ML environments
• IAM Log Analysis
Introduction to Identity and Access Management (IAM)
Techniques for log collection and analysis
Identifying security events and anomalies
• Infrastructure-as-Code (IaC) for Security
Introduction to Infrastructure-as-Code
Designing secure IaC templates
Implementing policy as code for security compliance
• Policy Creation and Management
Developing security policies for cloud environments
Tools for automated policy enforcement
Case studies of policy violations and remediation
• Compliance Frameworks and Standards
Overview of SOC 2 compliance
Introduction to NIST standards for cloud security
Mapping security controls to compliance requirements
• Evaluating Cloud Security Posture
Techniques for assessing cloud security posture
Tools for continuous monitoring and evaluation
Best practices for improving cloud security
• Practical Application and Case Studies
Hands-on projects and lab exercises
Analyzing real-world incidents and security breaches
Building a secure AI/ML pipeline in the cloud
• Course Conclusion and Advanced Topics
Review of key concepts and skills
Introduction to advanced cloud security topics
Preparing for further learning and certifications
• Final Assessment and Certification
Evaluating course outcomes
Certification test on cloud security expertise
Feedback and course improvement suggestions

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Subjects

Programming