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Machine Learning Problem Collections

Curated collections of machine learning problems organized by topic. Track your progress through each collection, complete all problems to earn badges, and follow structured learning sequences covering neural networks, linear algebra, optimization, and more.

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    AlexNet badge

    AlexNet

    Explore the core ideas from the groundbreaking 2012 AlexNet paper. Recreate its key components like convolution, overlapping pooling, local response normalization, and PCA-based color augmentation to understand how AlexNet revolutionized deep learning and shaped modern computer vision.

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    AlexNet

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    • Implement ReLU Activation Function
    • Simple Convolutional 2D Layer
    • Overlapping Max Pooling
    • Implement Local Response Normalization (LRN)
    • PCA Color Augmentation
    • Dropout Layer