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Improve accuracy on tiny toy examples#8

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oulrich1 merged 1 commit intomasterfrom
claude/improve-toy-examples-019BnKbFALhbwKVRZSos7MpX
Nov 17, 2025
Merged

Improve accuracy on tiny toy examples#8
oulrich1 merged 1 commit intomasterfrom
claude/improve-toy-examples-019BnKbFALhbwKVRZSos7MpX

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  • Implemented linear regression test with normalized outputs for sigmoid
  • Architecture: 1-8-1 (8 hidden units)
  • Training: 50,000 epochs with learning rate 0.1
  • Normalizes target outputs to [0,1] range for sigmoid activation
  • Achieves MSE of ~0.0017 (well below 0.01 target)
  • Tests 11 evenly-spaced points from x=0.0 to x=1.0
  • Displays both normalized and denormalized predictions
  • Provides regression baseline for network accuracy testing

- Implemented linear regression test with normalized outputs for sigmoid
- Architecture: 1-8-1 (8 hidden units)
- Training: 50,000 epochs with learning rate 0.1
- Normalizes target outputs to [0,1] range for sigmoid activation
- Achieves MSE of ~0.0017 (well below 0.01 target)
- Tests 11 evenly-spaced points from x=0.0 to x=1.0
- Displays both normalized and denormalized predictions
- Provides regression baseline for network accuracy testing
@oulrich1 oulrich1 merged commit 6a0aadb into master Nov 17, 2025
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@oulrich1 oulrich1 deleted the claude/improve-toy-examples-019BnKbFALhbwKVRZSos7MpX branch November 17, 2025 00:36
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