Build Your Own ConvNeXt Image Classifier | 30 classes | Music instruments скачать в хорошем качестве

Build Your Own ConvNeXt Image Classifier | 30 classes | Music instruments

Level up your image classification skills with ConvNeXt—a modern CNN that borrows smart ideas from Vision Transformers while keeping CNN speed and efficiency. In this hands-on tutorial, we’ll fine-tune facebook/convnext-base-224-22k in Python/PyTorch to classify 30 musical instrument classes using a simple folder dataset and Hugging Face Datasets. We’ll walk through the full pipeline: ✅ Load a folder dataset and read label names with load_dataset ✅ Apply practical augmentations (RandomResizedCrop, flips, Normalize) ✅ Build robust PyTorch DataLoaders and map id2label/label2id ✅ Fine-tune with AdamW, track loss/accuracy, and early stop ✅ Save and reload the best checkpoint ✅ Run single-image inference and visualize predictions ✅ Evaluate with a confusion matrix to spot strengths & confusions Code for the tutorial : https://ko-fi.com/s/533da84307 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 :    • Visual Language Models tutorials 2025   You can find more image Classification tutorials in this playlist :    • How to Use FasterViT for Custom Image Clas...   ~~~~~~~~~~~~~~~ recommended courses and books ~~~~~~~~~~~~~~~ 🚀 Want to get started with Computer Vision or take your skills to the next level ? Great Interactive Course : "Deep Learning for Images with PyTorch" here : https://datacamp.pxf.io/zxWxnm 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 ~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~ ☕ Buy me a coffee - https://ko-fi.com/eranfeit 🖥️ Email : feitgemel@gmail.com 🌐 https://eranfeit.net 🤝 Fiverr : https://www.fiverr.com/s/mB3Pbb 🐦 Twitter -   / eran_feit   📸 Instagram -   / eran_feit   ▶️ Subscribe -    / @eranfeit   🐙 Facebook -   / 3080601358933585   📝 Medium -   / feitgemel   ~~~~~~~~~~~~~~ SUPPORT ME 🙏~~~~~~~~~~~~~~ 🅿 Patreon -   / eranfeit   ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ #EranFeit #imageclassification #ConvNext ~~~~~~~~~~~~~~ Chapters ~~~~~~~~~~~~~ 00:00 Introduction and Demo 03:28 Installation 07:07 Start coding 17:08 Build and train the model 23:44 Generate Confusion Matrix ~~~~~~~~~~~~~~ Credits ~~~~~~~~~~~~~ Music by Vincent Rubinetti Download the music on Bandcamp: https://vincerubinetti.bandcamp.com/a... Stream the music on Spotify: https://open.spotify.com/album/1dVyjw...