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Deep Learning Inference: Alexnet on NVIDIA Titan Xp GPU
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Classroom Contents
Deep Learning in MATLAB: From Algorithm Design to Embedded Deployment on NVIDIA Jetson
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- 1 Intro
- 2 Example: Transfer Learning Workflow
- 3 Example: Transfer Learning in MATLAB
- 4 GPU Coder for Deployment
- 5 MATLAB to CUDA compilation
- 6 GPU Coder Generates CUDA from (scalarized) MATLAB
- 7 GPU Coder Generates CUDA from (vectorized) MATLAB
- 8 Memory Management modes are configurable
- 9 Shared Memory Synthesis for Stencil Operations
- 10 Vision Algorithms: GPU Coder Speedup over C code on CPU
- 11 Algorithm Design to Embedded Deployment on NVIDIA Jetson
- 12 Example: Fog Rectification Algorithm
- 13 Example: Lane Detection using Modified AlexNet on Jetson TX1
- 14 Deep Learning Inference: Alexnet on NVIDIA Jetson TX1
- 15 Deep Learning Inference: Alexnet on NVIDIA Titan Xp GPU
- 16 Design DNNS in MATLAB and Deploy with GPU Coder
- 17 Check out Deep Learning in MATLAB and GPU Coder
