Secure development practices

AI Security and Risk Management

Angeline Corvaglia

Founder and Digital Transformation Expert

Counteract the unique vulnerabilities of AI

  image representing vulnerabilities of AI

 

Secure development practices:

  • add a layer of defense
  • teams who create and maintain systems
AI Security and Risk Management

Data provenance and traceability

 

  • Data provenance: origin of data
  • Traceability: tracking its journey

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How it helps security

  • Data poisoning attacks
  • Corrupted data

representation of data traceability

AI Security and Risk Management

Validation and sanitation

  • Checking data
  • Cleaning data

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Helps ensure data is:

  • accurate
  • relevant
  • free from any malicious tampering

representation of data validation

AI Security and Risk Management

Data minimization

  • Limiting the amount of data collected and processed
  • Only what is absolutely necessary

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Helps reduce the risk of:

  • privacy breaches
  • data theft

representation of data minimization

AI Security and Risk Management

Encryption and anonymization

representation of data anonymization

  • Encryption: Transforms sensitive data into a secure format
  • Anonymization: Remove personally identifiable information

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How they help security:

  • Attacks aimed at extracting sensitive information
AI Security and Risk Management

Secure coding practices

representation of secure coding

  • Reduce vulnerabilities within the code base
  • Regular code reviews
  • Vulnerability scanning
  • Adhering to coding standards

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How it helps security

  • Infrastructure attacks
AI Security and Risk Management

Access controls

representation of access controls

  • Limiting who can interact
  • Trusted, verified individuals or entities

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How it helps security

  • External attacks exploiting vulnerabilities
AI Security and Risk Management

Secure infrastructure

representation of secure infrastructure

  • Safeguard both hardware and software
  • Firewalls
  • Intrusion detection systems
  • Secure cloud services

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How it helps security

  • Infrastructure-targeted threats
AI Security and Risk Management

Security isn't for the tech team alone

representation of the AI security ecosystem

Combined effort ensures that the AI systems are secure, trusted, and reliable.

AI Security and Risk Management

Let's practice!

AI Security and Risk Management

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