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Learn the fundamentals of artificial intelligence from a security-focused practitioner's perspective in this conference talk from NDC AI 2025. Explore how modern machine learning models function, understand the critical role of training data, and examine the complete lifecycle of model development and deployment. Discover practical AI applications for developers including code generation, natural language interfaces, image processing, and anomaly detection. Examine common security vulnerabilities such as data leakage, prompt injection, adversarial inputs, and model bias through concrete examples and defensive strategies. Gain hands-on considerations for integrating AI into applications while building a comprehensive roadmap for implementing AI features securely and responsibly in your development projects.
