Keras - Python Deep Learning Neural Network API

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Deploy Keras neural network to Flask web service | Part 5 - Host VGG16 model with Flask

May 19, 2018 by

Description

Here, we’ll be building the backend of our Flask application that hosts a fine-tuned VGG16 Keras model to predict on images of dogs and cats. In general, you should be able to take our approach here and apply it to any model you’d like. So let’s to it. At this point, we should be generally comfortable with Flask given our two simple applications we’ve built so far. Remember from the first video in this series, I showed you a sneak peak of what our application would look like that uses a Keras model to predict on cat and dog images. We select an image of a cat or dog, press predict, and get predictions from our model. We’ll be developing the backend of this application using Flask in this video. Code: https://www.patreon.com/posts/code-for-keras-19266412 Code files are available as a perk for the deeplizard hivemind. Check out the details regarding deeplizard perks and rewards at: http://deeplizard.com/hivemind Download the h5 file (too large to upload to Github): https://drive.google.com/open?id=19yICdtSbU_YkQBRxJ2if9KJwUL1oY5xs Follow deeplizard: YouTube: https://www.youtube.com/deeplizard Twitter: https://twitter.com/deeplizard Facebook: https://www.facebook.com/Deeplizard-145413762948316 Steemit: https://steemit.com/@deeplizard Instagram: https://www.instagram.com/deeplizard/ Pinterest: https://www.pinterest.com/deeplizard/ Support deeplizard on Patreon: https://www.patreon.com/deeplizard Checkout products deeplizard suggests on Amazon: https://www.amazon.com/shop/deeplizard Support deeplizard by browsing with Brave: https://brave.com/dee530 Support deeplizard with crypto: Bitcoin: 1AFgm3fLTiG5pNPgnfkKdsktgxLCMYpxCN Litecoin: LTZ2AUGpDmFm85y89PFFvVR5QmfX6Rfzg3 Ether: 0x9105cd0ecbc921ad19f6d5f9dd249735da8269ef Recommended books on AI: The Most Human Human: What Artificial Intelligence Teaches Us About Being Alive: http://amzn.to/2GtjKqu Life 3.0: Being Human in the Age of Artificial Intelligence https://amzn.to/2H5Iau4 Playlists: Data Science - https://www.youtube.com/playlist?list=PLZbbT5o_s2xrth-Cqs_R9-us6IWk9x27z Machine Learning - https://www.youtube.com/playlist?list=PLZbbT5o_s2xq7LwI2y8_QtvuXZedL6tQU Keras - https://www.youtube.com/playlist?list=PLZbbT5o_s2xrwRnXk_yCPtnqqo4_u2YGL Music: Laser Groove by Kevin MacLeod Chillin Hard by Kevin MacLeod Thinking Music by Kevin MacLeod YouTube: https://www.youtube.com/channel/UCSZXFhRIx6b0dFX3xS8L1yQ Website: http://incompetech.com/ Licensed under Creative Commons: By Attribution 3.0 License http://creativecommons.org/licenses/by/3.0/