Build a CNN Model for Retinal Image Diagnosis: TensorFlow & Keras tutorial
Eran Feit
šļø CNN Image Classification for Retinal Health Diagnosis with TensorFlow and Keras! šļø
Welcome to our tutorial on building a Convolutional Neural Network (CNN) model to classify retinal images into four distinct categories.
In this step-by-step guide, you'll learn how to gather and preprocess a dataset of over 80,000 retinal images, design a powerful CNN architecture, and train a model that can accurately distinguish between these health categories.
š„ What You'll Learn: ā Data Collection and Preprocessing: Discover how to acquire and prepare retinal images for optimal model training. ā CNN Architecture Design: Create a customized architecture tailored to retinal image classification. ā Training Process: Explore the intricacies of model training, including parameter tuning and validation techniques. ā Model Evaluation: Learn how to assess the performance of your trained CNN on a separate test dataset.
https://github.com/feitgemel/TensorFlowProjects/tree/master/Retinal%20OCT%20Images
More relevant content in this playlist : https://www.youtube.com/playlist?list=PLdkryDe59y4bxVvpexwR6PMTHH6_vFXjA
A perfect course for learning modern Computer Vision with deep dive in TensorFlow , Keras and Pytorch . You can find it here : http://bit.ly/3HeDy1V
I also recommend this book, https://amzn.to/44GnlLW : "Make Your Own Neural Network - An In-depth Visual Introduction For Beginners ".
~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~
ā Buy me a coffee - https://ko-fi.com/eranfeit
š„ļø Email : feitgemel@gmail.com
š¤ Fiverr : https://www.fiverr.com/s/mB3Pbb
š¦ Twitter - https://twitter.com/eran_feit
šø GitHub - https://github.com/feitgemel
šø Instagram - https://www.instagram.com/eran_feit/
ā¶ļø Subscribe - youtube.com/@eranfeit?sub_confirmation=1
š Facebook - https://www.facebook.com/groups/3080601358933585
š Medium - https://medium.com/@feitgemel
~~~~~~~~~~~~~~ SUPPORT ME š~~~~~~~~~~~~~~
š
æ Patreon - https://www.patreon.com/EranFeit
#EranFeit #convolutionalneuralnetworks #python
Music by Vincent Rubinetti
Download the music on Bandcamp: https://vincerubinetti.bandcamp.com/album/the-music-of-3blue1brown
Stream the music on Spotify: https://open.spotify.com/album/1dVyjwS8FBqXhRunaG5W5u
...
https://www.youtube.com/watch?v=PVKI_fXNS1E
74224638 Bytes