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A Practical Introduction to Deep Learning with Caffe

ARC Centre of Excellence for Robotic Vision A Practical Introduction to deep Learning with Caffe Peter Anderson, ACRV, ANU ARC Centre of Excellence for Robotic Vision Overview Some setup considerations Caffe tour How to do stuff prepare data, modify a layer ARC Centre of Excellence for Robotic Vision Which GPU? Nvidia GPU Titan X Tesla K40 Tesla K80 Tflops SP (total) Tflops DP (total) ECC support No Yes Yes Memory 12GB 12GB 2 x 12GB Price (US$) $1,000 $3,000 $4,200 Training AlexNet (src: Nvidia) ARC Centre of Excellence for Robotic Vision Which Framework? Caffe Theano Torch Users BVLC Montreal NYU, FB, Google Core Language C++ Python Lua Bindings Python, MATLAB Python, MATLAB Pros Pre-trained models, config files Symbolic differentiation Cons C++ prototyping, weak RNN support ARC Centre of Excellence for Robotic Vision What is Caffe ?

A Practical Introduction to Deep Learning with Caffe Peter Anderson, ACRV, ANU . ARC Centre of Excellence for Robotic Vision www.roboticvision.org roboticvision.org Overview •Some setup considerations •Caffe tour •How to do stuff – prepare data, modify a layer .

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