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Investigate MNIST data loader functionality#14

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oulrich1 merged 1 commit intomasterfrom
claude/explore-mnist-loader-01QgP7FNGdZDcscERrv2G27k
Nov 17, 2025
Merged

Investigate MNIST data loader functionality#14
oulrich1 merged 1 commit intomasterfrom
claude/explore-mnist-loader-01QgP7FNGdZDcscERrv2G27k

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Created documentation structure in docs/ directory:

  • docs/README.md: Documentation index and standards
  • docs/experiments/mnist_experiments.md: Detailed MNIST experiments

Documentation includes:

  • Three experiment configurations (full, mini, baseline)
  • Network architectures (784→256→128→10, 784→128→10, 784→64→10)
  • Activation functions: ReLU (hidden), Sigmoid (output)
  • Optimizer: Adam with learning rates 0.001-0.01
  • Loss function: Cross-Entropy
  • Test results from test suite execution
  • Code examples for data loading, network creation, and training
  • Reproducibility instructions with build commands
  • Expected performance metrics (85-92% accuracy for full training)

Test results documented:

  • Network creation: ✓ PASSED
  • Batch training: ✓ PASSED (loss 0.5871 → 0.0000)
  • Accuracy computation: ✓ PASSED (80% on test data)

Created documentation structure in docs/ directory:
- docs/README.md: Documentation index and standards
- docs/experiments/mnist_experiments.md: Detailed MNIST experiments

Documentation includes:
- Three experiment configurations (full, mini, baseline)
- Network architectures (784→256→128→10, 784→128→10, 784→64→10)
- Activation functions: ReLU (hidden), Sigmoid (output)
- Optimizer: Adam with learning rates 0.001-0.01
- Loss function: Cross-Entropy
- Test results from test suite execution
- Code examples for data loading, network creation, and training
- Reproducibility instructions with build commands
- Expected performance metrics (85-92% accuracy for full training)

Test results documented:
- Network creation: ✓ PASSED
- Batch training: ✓ PASSED (loss 0.5871 → 0.0000)
- Accuracy computation: ✓ PASSED (80% on test data)
@oulrich1 oulrich1 merged commit ebff81c into master Nov 17, 2025
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@oulrich1 oulrich1 deleted the claude/explore-mnist-loader-01QgP7FNGdZDcscERrv2G27k branch November 17, 2025 03:09
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2 participants