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Application
Application security protects software from threats that impact confidentiality, integrity, and availability. It includes secure coding, regular testing, and defense against common exploits like SQL injection and XSS.
Data Management
Data management security protects data throughout its lifecycle by ensuring privacy, integrity, and access control. This includes encryption, proper backups, and strict access policies to safeguard sensitive information.
Model Development & Deployment
Model development and deployment security protects ML models throughout their lifecycle, ensuring secure training data, defense against adversarial attacks, and safe deployment.
Model Governance
Model governance security ensures responsible, compliant, and ethical use of models through validation, monitoring, auditing, and retraining. It also ensures adherence to regulatory requirements and maintains transparency, explainability, and auditability.
Infrastructure
Infrastructure security focuses on protecting hardware, networks, servers, and foundational elements to prevent unauthorized access, data breaches, and downtime. Key practices include firewalls, IDS, encryption, and regular vulnerability assessments.