Developers should be prepared to integrate with and use their deep learning portfolio. Before we get some scope on their API's and endpoints some background in deep learning (a specialized subset of machine learning concentrated on the "Greedy Layer-Wise Unsupervised Pretraining procedure" - Hinton, 2006 - University of Toronto) and the "Long Short-Term Memory model - Hochreiter and Schmidhuber 1997" will be required.
Design/Theory Preparation
Get the following Nov 2016 MIT book from Amazon by Ian Goodfellow, Yoshua Benglo, Aaron Courville - (one for work, and one for home - as it is usually out of stock). Review your linear transformation and matrix math to prep.
Installing Tensorflow
follow/verify via https://www.tensorflow.org/install/install_mac
obrien:obrienlabs amdocs$ docker run -it tensorflow/tensorflow bash Unable to find image 'tensorflow/tensorflow:latest' locally latest: Pulling from tensorflow/tensorflow 22dc81ace0ea: Pull complete 1a8b3c87dba3: Pull complete 91390a1c435a: Pull complete 07844b14977e: Pull complete b78396653dae: Pull complete 22bb9efa20f2: Pull complete e385adcc1f05: Pull complete da0eaa434771: Pull complete f3ad8e6a231d: Pull complete 1da6064a2568: Pull complete e701d2aeb76d: Pull complete cba62e3f7418: Pull complete 3b523741fd2e: Pull complete Digest: sha256:f3b5484e3335d2eb72940a6addde6f714173ff46c8a13c06aaf10915e96bc539 Status: Downloaded newer image for tensorflow/tensorflow:latest root@4c49aac50ce1:/notebooks# python Python 2.7.12 (default, Dec 4 2017, 14:50:18) [GCC 5.4.0 20160609] on linux2 Type "help", "copyright", "credits" or "license" for more information. >>> import tensorflow as tf /usr/local/lib/python2.7/dist-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`. from ._conv import register_converters as _register_converters >>> hello = tf.constant('Hello, TensorFlow!') >>> sess = tf.Session() 2018-04-22 23:57:53.221560: I tensorflow/core/platform/cpu_feature_guard.cc:140] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA >>> print(sess.run(hello)) Hello, TensorFlow!
AIaaS
Open Source
Acumos
TensorFlow
https://www.tensorflow.org/install/install_mac
OpenAI
https://github.com/openai/kubernetes-ec2-autoscaler
http://www.cs.toronto.edu/~fritz/absps/ncfast.pdf
http://people.idsia.ch/~juergen/lstm2003tutorial.pdf
http://dl.acm.org/citation.cfm?id=1246450&CFID=898083621&CFTOKEN=58541063&qualifier=LU1039002
https://deeplearning4j.org/devguide
Commercial
https://aws.amazon.com/machine-learning/amis/
https://www.microsoft.com/cognitive-services/en-us/sign-up