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Learn AI with Python · Lesson

Object Detection with YOLOv8

ultralytics YOLO, model.predict(), bounding boxes, confidence filtering, custom training.

Classification vs Detection

Image classification says what is in an image. Object detection goes further: it finds where each object is, drawing bounding boxes and labels. YOLO is the most popular real-time detector.

What is YOLO?

YOLO (You Only Look Once) detects all objects in a single forward pass, making it fast enough for video. YOLOv8 by Ultralytics offers a clean Python API for inference and training.

pip install ultralytics

All lessons in this course

  1. PyTorch Tensors and Autograd
  2. Custom Datasets and DataLoaders
  3. Building and Training CNNs in PyTorch
  4. Object Detection with YOLOv8
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