Image classification using Vision Transformer (ViT) with your custom dataset - Full Tutorial! 🚀

Image classification using Vision Transformer (ViT) with your custom dataset - Full Tutorial! 🚀

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Image classification using Vision Transformer (ViT) with your custom dataset - Full Tutorial! 🚀
In this video, we’ll build a Vision Transformer (ViT) from scratch using PyTorch! 🔥 We will Learn how to process image datasets, divide images into patches, and implement a full Transformer-based model for image classification. You will learn: ✅ Loading and transforming image datasets ✅ Creating patch embeddings for Vision Transformers ✅ Implementing Multi-Head Self-Attention (MSA) ✅ Building a Transformer Encoder for image processing ✅ Training and optimizing a ViT model ✅ Test our model with a test dataset , and predict the result Code for the tutorial : https://ko-fi.com/s/927a88794e 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=8k6oNjl2EgE&list=PLdkryDe59y4aytIPjci6_fn3B1-QuM-Oh ~~~~~~~~~~~~~~~ recommended courses and books ~~~~~~~~~~~~~~~ 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 ~~~~~~~~~~~~~~~ ☕ Buy me a coffee - https://ko-fi.com/eranfeit 🖥️ Email : [email protected] 🌐 https://eranfeit.net 🤝 Fiverr : https://www.fiverr.com/s/mB3Pbb 🐦 Twitter - https://twitter.com/eran_feit 📸 Instagram - https://www.instagram.com/eran_feit/ ▶️ Subscribe - youtube.com/@eranfeit?sub_confirmation=1 🐙 Facebook - https://www.facebook.com/groups/3080601358933585 📝 Medium - https://medium.com/@feitgemel ~~~~~~~~~~~~~~ SUPPORT ME 🙏~~~~~~~~~~~~~~ 🅿 Patreon - https://www.patreon.com/EranFeit ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ 00:00 Introduction 00:55 Installation 04:15 Discover the dataset 06:46 How to load the dataset 15:46 How to split images to patches 30:40 Build and train VIT model 46:10 Test the model (Prediction) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ #EranFeit #imageclassification #visiontrasformers ~~~~~~~~~~~~~~ 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