Virtual servers maintain uptime, save on Capex. http://www.controleng.com/single-article/virtual-servers-maintain-uptime-save-on-capex/f6bb4bf5b673d666ca65f12fa33d166d.html 

MIT researchers have developed a way of doing machine learning that enables semantically related concepts to reinforce each other and improving image classification during training by giving the system partial credit when it only gets part of a semantic sequence correct.
http://www.controleng.com/single-article/flexible-machine-learning-for-image-classification/ac897edf0bfc3ea399e8676811d6a6aa.html

#ManufacturingDay  touts strong jobs, #technology  http://www.controleng.com/single-article/manufacturing-day-touts-strong-jobs-technology/5ebee428bf1c1a0efe3ca5e8afb7842d.html

#Webcast today on Coming Changes to Standard #Ethernet. Register now. #EthernetEvolved http://www.controleng.com/media-library/webcasts/2015-webcasts/93015-webcast.html 

Upcoming #webcast on Increasing #Plant-level Awareness of the #IndustrialNetwork. Register now.@Panduit https://event.webcasts.com/starthere.jsp?ei=1077674&sti=CE101315

Understanding how #systems work together can lead to #energysavings in #compressed #air #systems @IngersollRand http://www.controleng.com/single-article/take-a-total-system-approach-to-compressed-air-reliability/a5b4255399869419f3545287ebce3105.html   

#ManufacturingDay  is designed to dispel the prevalent misconceptions about the #manufacturing   #industry  and address the #laborgap  http://www.controleng.com/single-article/manufacturing-day-a-way-to-reach-out-into-the-future/b4b9df86301afd280361f208562451ed.html

Learn how #Ethernet networks can add health, visibility to #industrial applications. #IIoT http://www.controleng.com/single-article/how-ethernet-networks-can-add-health-visibility-to-industrial-applications/3258cddb90ff587e34d5005480eb0fb7.html 

Five ways #servos  improve #packaging   #machines  @YASKAWA http://www.controleng.com/single-article/five-ways-servos-improve-packaging-machines/bd514c2c40030669cce7ebae0a9d92fe.html