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Intro.
Difference between NPU, CPU, GPU
Why NPU? Main advantages.
NPU / LPU / TPU / VPU / DLA / BPU / DPU / IPU / VPU
Main Vendors (Intel, Nvidia, Hailo, Axelera, Qualcomm, RockChip, etc)
Frameworks: TF lite, ONNX Runtime, MNN, Tengin, SnapDragon, RKNN, HailoRT, etc.
Export
RockChip example
Hailo example
ESP32 example
NMS problem?
Memory size and structure
Preprocessing
Transformers
Layers support
Quantization
Speed comparison
Memory speed
NPU and CPU
C++ and Python
Subscribe!
The NPU, the net new thing defining the AI PC
Qualcomm's legacy in AI computing and NPU
The smartphone, the genesis of NPU
Why the NPU matters for the future of AI computing
The role of NPU for generative AI changing the PC experience
What difference does the NPU make in running AI workloads?
How does the NPU stack up against GPU in AI computing?
Leonard & Nitin invent "heterogeneous AI compute"