How to Train Xception for Image Classification

In this tutorial, I’ll walk you step by step through building a ship classification model using Xception, one of the most powerful deep learning architectures available.

We’ll cover everything from loading and preprocessing data, to one-hot encoding labels, augmenting images, and finally training a custom deep learning model.
By the end, you’ll know how to train, evaluate, and deploy an image classifier that can predict ship categories like Cargo, Military, Carrier, Cruise, and Tankers.

You’ll learn how to:

✅ Installation
✅ Load and preprocess the data
✅ Build , train , evaluate the model
✅ Running inference on test image

Code for the tutorial : https://ko-fi.com/s/d2cf57af2b

You can find more computer vision tutorials in my blog page : https://eranfeit.net/blog/

You can find more Visual Language models tutorials tutorials in this playlist : https://www.youtube.com/playlist?list=PLdkryDe59y4a2PRJda-Z7M7Sod7uQKT2d

You can find more image Classification tutorials in this playlist : https://www.youtube.com/watch?v=n-SpVoHrzDQ&list=PLdkryDe59y4aytIPjci6_fn3B1-QuM-Oh

~~~~~~~~~~~~~~~ recommended courses and books ~~~~~~~~~~~~~~~
🚀 Want to get started with Computer Vision or take your skills to the next level ?

If you’re just beginning, I recommend this step-by-step course designed to introduce you to the foundations of Computer Vision : https://trk.udemy.com/9LoE7E

If you’re already experienced and looking for more advanced techniques, check out this deep-dive course : https://trk.udemy.com/EEDyMD

I also recommend this book, https://amzn.to/3GBMNLC : "Practical Machine Learning for Computer Vision" by Oreilly
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~~~~~~~~~~~~~~ Chapters ~~~~~~~~~~~~~
00:00 Introduction and Demo
02:59 Installation
05:55 Start coding
13:12 Build and train the model
21:37 Test the model
~~~~~~~~~~~~~~ Credits ~~~~~~~~~~~~~
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

Видео How to Train Xception for Image Classification канала Eran Feit