Overview
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Begin a journey into computer vision with this introductory video on image classification using the CIFAR-10 dataset. Learn how to load and prepare data for machine learning tasks, create DataLoaders, transform images into tensors, and visualize the dataset. Explore the concept of image features and their importance in classification tasks. Follow along with practical coding examples in Python and PyTorch, setting the foundation for more advanced topics like Convolutional Neural Networks (CNNs) in future episodes. Gain hands-on experience with essential computer vision techniques and prepare for more complex models in upcoming tutorials.
Syllabus
Intro:
Looking at CIFAR10:
Loading the Dataset:
Creating DataLoaders:
Transforming Images to Tensors:
Visualising the Dataset:
What are image features:
Outro:
Taught by
rupert ai