From the course: Serverless Cloud Computing: Concepts, Platforms, and Services
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AWS Lambda for AI dev
From the course: Serverless Cloud Computing: Concepts, Platforms, and Services
AWS Lambda for AI dev
- [Instructor] AWS Lambda provides a powerful platform for deploying AI systems, enabling serverless machine learning inference, and AI-powered application components. When integrated with services like SageMaker and other AWS AI services, Lambda can handle realtime predictions, process data streams, and managed AI workflows without infrastructure management. Key implementation scenarios include image and video processing, natural language processing, recommendation engines, and real-time analytics. Lambda functions can pre-process data before sending it to a machine learning module, handle post processing of model outputs, and orchestrate complex AI workflows. Lambda supports popular machine learning frameworks like TensorFlow and PyTorch through container images or layers. For lightweight models, functions can perform inference directly. For larger models, Lambda can coordinate with SageMaker endpoints and other AI services. Best practices include optimized function size for faster…
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