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Inference Engineering Master Map

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Scope: dense, decoder-only Transformers unless stated otherwise. GB = 10⁹ bytes; GiB = 2³⁰ bytes. FLOPs count work; FLOP/s measures a rate. Hardware settings are illustrative. FOUNDATION1 module available · 12 topics on the roadmap Select a topic to see its prerequisites and what it unlocks. ● Published lesson · ○ Roadmap only. 13 layers · 1 system LAYER 1Foundation Foundations Prerequisites Core question Unlocks Algorithm Tensor ops Kernel Hardware Memory Runtime Serving User latency Module 1 · Hardware & performance foundations Build the resource model behind every…

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