ML Systems Textbook

DALL·E 3 Prompt: Illustration in a rectangular format depicting the merger of embedded systems with Embedded AI. The left half of the image portrays traditional embedded systems, including microcontrollers and processors, detailed and precise. The right half showcases the world of artificial intelligence, with abstract representations of machine learning models, neurons, and data flow. The two halves are distinctly separated, emphasizing the individual significance of embedded tech and AI, but they come together in harmony at the center. How do the environments where machine learning operates shape the nature of these systems, and what drives their widespread deployment across computing platforms? Machine learning systems must adapt to radically different computational environments, each imposing distinct constraints and opportunities. Cloud deployments leverage massive computational resources but face network latency, while mobile devices offer user proximity but operate under severe

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• Harmya Bhatt