Leveraging Deep Learning algorithms to business problems - breaking m…

All rights reserve. 5. DEEP LEARNING JOURNEY SO FAR 1980 Training them becomes difficult due to inadequate compute & dataThe power of neural networks is recognized GPUs make the required compute easily accessible for a broad range of problems Vast amounts of data flow through the internet Techniques for training "deep" networks open up new opportunities "Convolutional" networks – DCNNs, in particular – have changed the image analysis landscape 1990 2012 2015 2017 5Private and confidential. DEEP NEURAL NETWORK SHALLOW LAYERS Sensory features DEEP LAYERS Higher cognitive features Deep Neural Networks 10Private and confidential. FONTLI: 45,000 images used to train the network 14Private and confidential. Which whale is it, anyway? Face recognition to identify whales using deep learning A non-random sample from the dataset 4544 training images only & 447 categories 15Private and confidential.