Overview
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Explore a 19-minute conference talk from Conf42 Prompt 2024 that delves into building secure and efficient AI workflows using Apache Kafka and modern architectures. Learn about the growing importance of real-time AI processing, discover key Apache Kafka features optimized for AI workloads, and examine practical use cases for real-time AI implementation. Master the integration of AI workloads through Kafka Connect, understand how to secure AI data pipelines using secure proxies, and implement zero trust architecture principles. Gain valuable insights into best practices for constructing secure AI pipelines while exploring the synergy between AI systems and Kafka's capabilities for enhanced performance and security.
Syllabus
Introduction to AI and Network Security
The Growing Need for Real-Time AI
Key Features of Apache Kafka for AI Workloads
Real-Time AI Use Cases with Kafka
Securing AI Data Pipelines with Secure Proxies
Integrating AI Workloads with Kafka Connect
Implementing Zero Trust Architecture with Kafka
Best Practices for Building Secure AI Pipelines
Conclusion: Enhancing AI Systems with Kafka
Taught by
Conf42