Fine-Tuning, Epochs, Pruning, and Quantization

Total: CompTIA SecAI+ (CY0-001) Complete Course

Course Overview

Introduction

About The SecAI+ Exam (5:16)
SecAI+ Exam Info (6:31)
What SecAI+ does for you (5:28)
Demo Setup Instructions (12:14)
Quiz

Foundations & Exam Context

Training & Optimization

The Art of the Prompt

Data Integrity & RAG

The Secure AI Lifecycle

Threat Modeling Frameworks

AI Threat Modeling Foundations (9:09)
Applying OWASP LLM Top 10 (9:11)
MITRE ATLAS and Adversarial Techniques (9:45)
Building an AI Threat Model (10:08)
Quiz

Model Defenses & Guardrails

Model Evaluation and Guardrail Validation (9:00)
Designing Model Guardrails (11:36)
Model Hardening and Defensive Architecture (8:18)
AI Gateway Architecture and Request Mediation (9:26)
Prompt Firewalls and Injection Defense (9:49)
Quiz

Infrastructure & Access Control

Token Limits, Rate Controls, and Modality (9:24)
Endpoint Protection and API Security (8:25)
Model Access Controls and Privilege Boundaries (7:55)
Data Access Controls in AI Systems (8:31)
Agent Access Controls and Excessive Agency (8:15)
Network and Infrastructure Access Controls (9:32)
Encryption Requirements for AI Systems (8:54)
Quiz

Monitoring & Attack Analysis

Data Safety: Masking, Redaction, Minimization (8:42)
Data Integrity and Output Protection (9:33)
Prompt Monitoring, Logging, and Telemetry (10:24)
AI Cost Monitoring and Resource Abuse (8:48)
Quality, Bias, and Compliance Auditing (8:19)
AI Attack Analysis and Evidence Evaluation (9:34)
Domain 2 Capstone: Defense in Depth (9:40)
Quize

AI-Assisted Security Ops

AI in the SOC (10:29)
IDE, Browser, and CLI AI Plugins (8:52)
AI for Vulnerability Analysis (8:44)
Automated Penetration Testing (8:48)
Incident Management and Ticket Automation (9:11)
Fraud Detection and Pattern Recognition (9:42)
AI-Assisted Translation and Summarization (9:22)
Deepfakes, Impersonation, and Social Engineering (10:00)
AI-Generated Malware and Payloads (9:53)
Reconnaissance and Automated Data Correlation (11:36)
Honeypots and DDoS Automation (9:38)
Low-Code and No-Code Automation (9:42)
AI Agents and Orchestration (10:13)
CI/CD Integration with AI Security Testing (10:24)
Quiz

AI Governance & Risk

AI Governance Structures (10:20)
AI Roles and Responsibilities (10:30)
Responsible AI Principles (10:28)
AI Risk Categories (10:28)
Shadow AI and Unsanctioned Deployments (11:23)
EU AI Act (9:41)
NIST AI Risk Management Framework (10:28)
ISO and OECD Standards (11:03)
Corporate AI Policies and Data Governance (9:29)
Third-Party AI and Data Sovereignty (10:39)
Quiz

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