Train neural network using transfer learning – Fine-tuning MobileNet with Keras

Spread the love

Train neural network using transfer learning - Fine-tuning MobileNet with Keras

In this video, we’ll be training our fine-tuned MobileNet model on images from our own data set, and we’ll also be evaluating the model by using it to predict on unseen images. From the work we did together in the last video, we now have a MobileNet model that has been built and fine-tuned to be able to classify images of cats and dogs. We’re now going to train the model, observe the results, and then we’ll use the model for inference to evaluate how well the model predicts on images that it didn’t see during training or validation.

Code:
All code files are now being posted to Patreon as a new perk for deeplizard patrons! The files are currently public but will be available as a patron-only reward soon. Check out the details regarding deeplizard perks and rewards at: https://www.patreon.com/deeplizard
MobileNet code: https://www.patreon.com/posts/19266646

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
Investigations by Kevin MacLeod
Thinking Music by Kevin MacLeod
Chillin Hard 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/

Author: administrator