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Update example documentation with exciting new names
- XORnet 🔥 - Updated header and branding - CIFAR-10 🎯 - Updated header and path references - Fixed example paths in documentation - Added emojis to make documentation more exciting Documentation now matches the new exciting directory names!
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# TinyTorch CIFAR-10 Classification Examples
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# CIFAR-10 🎯
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This directory demonstrates TinyTorch's capability to train real neural networks on real datasets with impressive results. Students can achieve **57.2% test accuracy** on CIFAR-10 using their own autograd implementation - performance that **exceeds typical ML course benchmarks** and approaches research-level results for MLPs!
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### Run the Main Example (57.2% accuracy)
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```bash
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cd examples/cifar10_classifier
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cd examples/cifar10
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python train_cifar10_mlp.py
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```
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# XOR Network Example
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# XORnet 🔥
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The classic XOR problem that launched the deep learning revolution!
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