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.
https://developers.google.com/machine-learning/crash-course/
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
https://wiki.acumos.org/display/AC/Acumos+Installation
http://docs.acumos.org/en/latest/
https://jira.acumos.org/browse/ACUMOS-849
meetings https://wiki.acumos.org/pages/viewpage.action?pageId=4653650
ONAP integration with Acumos - LOG-264 - Getting issue details... STATUS , LOG-411 - Getting issue details... STATUS and https://jira.acumos.org/browse/ACUMOS-900
Docker architecture
ubuntu@ip-172-31-60-228:~$ sudo docker ps
CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
afa39db75934 kong:0.11 "/docker-entrypoint.…" About an hour ago Up About an hour 0.0.0.0:80->8000/tcp, 0.0.0.0:8480->8001/tcp, 0.0.0.0:443->8443/tcp, 0.0.0.0:8443->8444/tcp acumos_kong_1
952f648ad4cc nexus3.acumos.org:10004/acumos-portal-fe:1.15.16 "/bin/sh -c 'cd /mav…" About an hour ago Up About an hour 0.0.0.0:8085->8085/tcp acumos_portal-fe_1
757ceefa7345 nexus3.acumos.org:10004/onboarding-app:1.22.0 "/bin/sh -c 'cd /mav…" About an hour ago Up About an hour 0.0.0.0:8090->8090/tcp acumos_onboarding-app_1
b355fa99fdc7 nexus3.acumos.org:10004/federation-gateway:1.1.2 "/bin/sh -c 'cd /mav…" About an hour ago Up About an hour 9011/tcp, 0.0.0.0:9084->9084/tcp acumos_federation-gateway_1
614b7b173da2 nexus3.acumos.org:10004/acumos-portal-be:1.15.16 "/bin/sh -c 'cd /mav…" About an hour ago Up About an hour 8083/tcp acumos_portal-be_1
e69d0230e872 nexus3.acumos.org:10004/acumos-filebeat:1.0.0 "/usr/local/bin/dock…" About an hour ago Up About an hour acumos_filebeat_1
5d317cd0f8bb nexus3.acumos.org:10004/acumos-azure-client:1.96.0 "/bin/sh -c 'java -X…" About an hour ago Up About an hour 9081/tcp acumos_azure-client_1
d6db55627deb nexus3.acumos.org:10004/acumos-cms-docker:1.3.2 "/bin/sh -c 'cd /mav…" About an hour ago Up About an hour 0.0.0.0:9080->9080/tcp acumos_cms_1
91b13dfcdbb9 sonatype/nexus3:3.9.0 "sh -c ${SONATYPE_DI…" About an hour ago Up About an hour 0.0.0.0:8001-8003->8001-8003/tcp, 0.0.0.0:8081->8081/tcp acumos_nexus_1
158802c95df0 postgres:9.5 "docker-entrypoint.s…" About an hour ago Up About an hour 0.0.0.0:5432->5432/tcp acumos_kong-database_1
f0564e008713 nexus3.acumos.org:10004/ds-compositionengine:0.0.26 "/bin/sh -c 'cd /mav…" About an hour ago Up About an hour 8088/tcp acumos_ds-compositionengine_1
3d552ab715c6 nexus3.acumos.org:10004/validation-middleware:1.2.1 "python validation_m…" About an hour ago Up About an hour 9604/tcp acumos_validation-middleware_1
674cb9d41af7 nexus3.acumos.org:10004/validation-engine:1.2.2 "python validation_e…" About an hour ago Up About an hour 9605/tcp acumos_validation-engine_1
1cdc2b4843b2 nexus3.acumos.org:10004/validation-client:1.2.1 "python validation_c…" About an hour ago Up About an hour 9603/tcp acumos_validation-client_1
6f91fb238c95 nexus3.acumos.org:10002/common-dataservice:1.14.3 "/bin/sh -c 'cd /mav…" About an hour ago Up About an hour 0.0.0.0:8000->8000/tcp acumos_common-data-svc_1
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