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How to Train an Image Classification Model with CIFAR-10 Dataset using Ultralytics | Episode 65

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  • เผยแพร่เมื่อ 26 ก.ค. 2024
  • In this video, we will explore the CIFAR-10 dataset. You will learn about its key features, how to use it for image classification, and view examples of training and prediction results using Google Colab. We will provide a comprehensive overview to enhance your understanding of this widely used dataset in the field of machine learning and computer vision.
    Learn more ➡️ docs.ultralytics.com/datasets...
    Key Moments ❤️
    0:00 - Introduction
    0:22 - CIFAR-10 Documentation Overview
    1:41 - Dataset Sample Images and Annotations
    2:24 - CIFAR-10 Image Classification Using Google Colab
    6:18 - Training Results and Validation Metrics Overview
    7:42 - CIFAR-10 Prediction on Test Set Using Google Colab
    9:26 - Prediction Output Understanding for Image Classification Models
    12:55 - Conclusion and Summary
    Ultralytics ⚡ resources
    - About Us - ultralytics.com/about
    - Join Our Team - ultralytics.com/work
    - Contact Us - ultralytics.com/contact
    - Discord - / discord
    - Ultralytics License - ultralytics.com/license
    YOLOv8 🚀 resources
    - GitHub - github.com/ultralytics/ultral...
    - Docs - docs.ultralytics.com/

ความคิดเห็น • 4

  • @m033372
    @m033372 16 วันที่ผ่านมา +3

    It's crazy how the low res CIFAR images still work so well

    • @Ultralytics
      @Ultralytics  15 วันที่ผ่านมา

      Absolutely! The CIFAR datasets are indeed impressive, especially considering their low resolution. The diversity and structure of the CIFAR-100 dataset make it a fantastic resource for training robust image classification models. If you're interested in diving deeper, check out our documentation on CIFAR-100 here docs.ultralytics.com/datasets/classify/cifar100/. Happy experimenting! 🚀

  • @Sasha-n2x
    @Sasha-n2x 7 วันที่ผ่านมา

    Where can I find this "Untitled13.ipynb" notebook??

    • @Ultralytics
      @Ultralytics  7 วันที่ผ่านมา

      Hi! You can find the notebook used in the video on our GitHub repository. Check out the link in the video description or visit our GitHub page here: github.com/ultralytics/ultralytics. Happy coding! 🚀