TensorFlow
Google
Android
Apps
Gmail
Image Understanding
Maps
NLP
Photos
Robotics
Speech
Translation
many research uses..
YouTube
... many others
• more data +
• bigger models +
• more computation
Results get better with
• Minutes, Hours:
• Interactive research! Instant gratification!
• 1-4 days
• Tolerable
• Interactivity replaced by running many experiments in parallel
• 1-4 weeks:
• High value experiments only
• Progress stalls
• >1 month
• Don’t even try
TensorFlow
• Google
• CNN RNN LSTM
•
•
• flexible
• Extensible
TensorFlow
• C++
•
• python C++
•
• https://github.com/tensorflow/tensorflow
•
•
• Ubuntu/Linux
• # CPU
• $ pip install https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-0.5.0-cp27-none-
linux_x86_64.whl
• # GPU ( CUDA sdk)
• $ pip install https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow-0.5.0-cp27-none-
linux_x86_64.whl
• Mac OS X
• #
sorflow/pip/https://storage.google/install/apis.com/ten/sorflow-0.5.0/cp27-none-linux_x86_64.whl/experiment/sdk/CUDA/
sorflow/pip/https://storage.google/install/apis.com/ten/sorflow-0.5.0/cp27-none-linux_x86_64.whl/experiment/sdk/CUDA/
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