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Building IIoT for Predictive Maintenance solutions is not easy. As Apple, Google and Amazon rush to “democratize” Artificial Intelligence, they join existing open source development communities.  We’ve put together a list of both free and commercial Machine Learning and AI development resources.

 

 AForge.NET

AForge.NET

C# framework designed for developers and researchers in the fields of Computer Vision and Artificial Intelligence

Ownership Link Audience Community
Open http://www.aforgenet.com Developers and Researchers http://www.aforgenet.com/forum/

Amazon Machine Learning

Amazon Machine Learning

A managed service for building Machine Learning models and generating predictions.
Ownership Link Audience Twitter
Amazon https://aws.amazon.com/aml/ Developers of all skill set levels @awscloud

Pricing:  Data Analysis and Model Building Fees: $0.42 per hour; Batch Predictions

$0.10 per 1,000 predictions, rounded up to the next 1,000; Real-Time Predictions

$0.0001 per prediction, rounded up to the nearest penny

Apple Core ML

Apple Core ML

Foundational machine learning framework used across Apple products.

Cloud AutoML

Cloud AutoML

Suite of Machine Learning products that enables developers with limited Machine Learning expertise to train high-quality models.

Ownership Link Audience Community Twitter
Google https://cloud.google.com/automl/ Developers with limited skill set levels https://cloud.google.com/support/docs/community @GCPcloud

Pricing: Batch prediction Fees(US)$0.09262 per node hour; Online predictions:  $0.3 per node hour.

More pricing information is available at:  https://cloud.google.com/ml-engine/pricing

Kaggle

Kaggle

A community of over of 600,00 Data Scientists. Public and private data science competitions and on-demand consulting by an elite global talent pool.

Ownership Link Audience Community Twitter
Google https://www.kaggle.com Data Scientists https://www.kaggle.com/discussion @kaggle

Keras

Keras

A high-level neural networks API, written in Python and capable of running on top of TensorFlowCNTK, or Theano.

Ownership Link Audience Community
Open https://keras.io/ Developers and Researchers https://groups.google.com/forum/#!forum/keras-users

MLlib

MLlib

Apache Spark’s scalable Machine Learning library.

Ownership Link Audience Community Twitter
Open https://spark.apache.org/ Data Scientists https://spark.apache.org/community.html @TheASF

Microsoft Cognitive Toolkit

Microsoft Cognitive Toolkit

Open-source, commercial-grade toolkit that trains deep learning algorithms to learn like the human brain.

Ownership Link Audience Community Twitter
Microsoft https://docs.microsoft.com/en-us/cognitive-toolkit/ Developers and Researchers https://github.com/Microsoft/CNTK/

TensorFlow

TensorFlow

An open-source Machine Learning framework.

Ownership Link Audience Community Twitter
Open https://www.tensorflow.org/ Developers and Researchers https://www.tensorflow.org/community/ @tensorflow
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Avi Nowitz

Avi Nowitz

Avi Nowitz writes about the financial impact of Machine Learning on the industrial sector. Avi started his career on Wall Street as an equity analyst, providing institutional investor research on manufacturing companies. After completing his MBA in Finance from New York University, he joined the consulting division of Peppers and Rogers Group where his international clients included Bertelsmann, Ford Motor Company and Doğuş Holdings. For more than a decade, Avi led the Microsoft Consulting Practice at New Age Media and managed the execution of initiatives in EMEA and APAC.