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!
This commit is contained in:
Vijay Janapa Reddi
2025-09-21 15:56:08 -04:00
parent 7d61acf843
commit a3ed2d0a32
2 changed files with 3 additions and 3 deletions

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# TinyTorch CIFAR-10 Classification Examples
# CIFAR-10 🎯
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!
@@ -31,7 +31,7 @@ This directory demonstrates TinyTorch's capability to train real neural networks
### Run the Main Example (57.2% accuracy)
```bash
cd examples/cifar10_classifier
cd examples/cifar10
python train_cifar10_mlp.py
```

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# XOR Network Example
# XORnet 🔥
The classic XOR problem that launched the deep learning revolution!