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236 lines (234 loc) · 7.38 KB
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SIGMOID = True
epochs = 100
batch_size = 64
learning_rate = 0.01
Epoch 1: Test Accuracy = 72.33%
Epoch 2: Test Accuracy = 81.26%
Epoch 3: Test Accuracy = 84.63%
Epoch 4: Test Accuracy = 86.35%
Epoch 5: Test Accuracy = 87.34%
Epoch 6: Test Accuracy = 88.15%
Epoch 7: Test Accuracy = 88.75%
Epoch 8: Test Accuracy = 89.19%
Epoch 9: Test Accuracy = 89.50%
Epoch 10: Test Accuracy = 89.69%
Epoch 11: Test Accuracy = 89.92%
Epoch 12: Test Accuracy = 90.10%
Epoch 13: Test Accuracy = 90.29%
Epoch 14: Test Accuracy = 90.39%
Epoch 15: Test Accuracy = 90.48%
Epoch 16: Test Accuracy = 90.72%
Epoch 17: Test Accuracy = 90.64%
Epoch 18: Test Accuracy = 90.91%
Epoch 19: Test Accuracy = 91.03%
Epoch 20: Test Accuracy = 91.13%
Epoch 21: Test Accuracy = 91.22%
Epoch 22: Test Accuracy = 91.37%
Epoch 23: Test Accuracy = 91.54%
Epoch 24: Test Accuracy = 91.51%
Epoch 25: Test Accuracy = 91.65%
Epoch 26: Test Accuracy = 91.69%
Epoch 27: Test Accuracy = 91.78%
Epoch 28: Test Accuracy = 91.83%
Epoch 29: Test Accuracy = 91.85%
Epoch 30: Test Accuracy = 91.98%
Epoch 31: Test Accuracy = 92.08%
Epoch 32: Test Accuracy = 92.08%
Epoch 33: Test Accuracy = 92.13%
Epoch 34: Test Accuracy = 92.26%
Epoch 35: Test Accuracy = 92.21%
Epoch 36: Test Accuracy = 92.21%
Epoch 37: Test Accuracy = 92.29%
Epoch 38: Test Accuracy = 92.37%
Epoch 39: Test Accuracy = 92.38%
Epoch 40: Test Accuracy = 92.47%
Epoch 41: Test Accuracy = 92.65%
Epoch 42: Test Accuracy = 92.56%
Epoch 43: Test Accuracy = 92.59%
Epoch 44: Test Accuracy = 92.53%
Epoch 45: Test Accuracy = 92.70%
Epoch 46: Test Accuracy = 92.71%
Epoch 47: Test Accuracy = 92.72%
Epoch 48: Test Accuracy = 92.81%
Epoch 49: Test Accuracy = 92.87%
Epoch 50: Test Accuracy = 92.95%
Epoch 51: Test Accuracy = 92.82%
Epoch 52: Test Accuracy = 93.02%
Epoch 53: Test Accuracy = 93.08%
Epoch 54: Test Accuracy = 93.11%
Epoch 55: Test Accuracy = 93.20%
Epoch 56: Test Accuracy = 93.20%
Epoch 57: Test Accuracy = 93.23%
Epoch 58: Test Accuracy = 93.20%
Epoch 59: Test Accuracy = 93.25%
Epoch 60: Test Accuracy = 93.35%
Epoch 61: Test Accuracy = 93.41%
Epoch 62: Test Accuracy = 93.42%
Epoch 63: Test Accuracy = 93.46%
Epoch 64: Test Accuracy = 93.48%
Epoch 65: Test Accuracy = 93.49%
Epoch 66: Test Accuracy = 93.60%
Epoch 67: Test Accuracy = 93.60%
Epoch 68: Test Accuracy = 93.62%
Epoch 69: Test Accuracy = 93.65%
Epoch 70: Test Accuracy = 93.80%
Epoch 71: Test Accuracy = 93.81%
Epoch 72: Test Accuracy = 93.76%
Epoch 73: Test Accuracy = 93.81%
Epoch 74: Test Accuracy = 93.85%
Epoch 75: Test Accuracy = 93.90%
Epoch 76: Test Accuracy = 93.90%
Epoch 77: Test Accuracy = 93.98%
Epoch 78: Test Accuracy = 93.93%
Epoch 79: Test Accuracy = 93.98%
Epoch 80: Test Accuracy = 94.04%
Epoch 81: Test Accuracy = 93.97%
Epoch 82: Test Accuracy = 94.07%
Epoch 83: Test Accuracy = 94.18%
Epoch 84: Test Accuracy = 94.21%
Epoch 85: Test Accuracy = 94.15%
Epoch 86: Test Accuracy = 94.14%
Epoch 87: Test Accuracy = 94.24%
Epoch 88: Test Accuracy = 94.29%
Epoch 89: Test Accuracy = 94.26%
Epoch 90: Test Accuracy = 94.33%
Epoch 91: Test Accuracy = 94.33%
Epoch 92: Test Accuracy = 94.35%
Epoch 93: Test Accuracy = 94.38%
Epoch 94: Test Accuracy = 94.45%
Epoch 95: Test Accuracy = 94.49%
Epoch 96: Test Accuracy = 94.45%
Epoch 97: Test Accuracy = 94.49%
Epoch 98: Test Accuracy = 94.59%
Epoch 99: Test Accuracy = 94.53%
Epoch 100: Test Accuracy = 94.54%
SIGMOID = True
epochs = 100
batch_size = 64
learning_rate = 0.05
Epoch 1: Test Accuracy = 86.75%
Epoch 2: Test Accuracy = 89.47%
Epoch 3: Test Accuracy = 90.48%
Epoch 4: Test Accuracy = 91.20%
Epoch 5: Test Accuracy = 91.52%
Epoch 6: Test Accuracy = 91.80%
Epoch 7: Test Accuracy = 92.29%
Epoch 8: Test Accuracy = 92.46%
Epoch 9: Test Accuracy = 92.73%
Epoch 10: Test Accuracy = 92.77%
Epoch 11: Test Accuracy = 93.10%
Epoch 12: Test Accuracy = 93.32%
Epoch 13: Test Accuracy = 93.53%
Epoch 14: Test Accuracy = 93.56%
Epoch 15: Test Accuracy = 93.86%
Epoch 16: Test Accuracy = 93.98%
Epoch 17: Test Accuracy = 93.93%
Epoch 18: Test Accuracy = 94.40%
Epoch 19: Test Accuracy = 94.39%
Epoch 20: Test Accuracy = 94.59%
Epoch 21: Test Accuracy = 94.73%
Epoch 22: Test Accuracy = 94.65%
Epoch 23: Test Accuracy = 95.03%
Epoch 24: Test Accuracy = 95.11%
Epoch 25: Test Accuracy = 95.15%
Epoch 26: Test Accuracy = 95.26%
Epoch 27: Test Accuracy = 95.40%
Epoch 28: Test Accuracy = 95.38%
Epoch 29: Test Accuracy = 95.55%
Epoch 30: Test Accuracy = 95.60%
Epoch 31: Test Accuracy = 95.69%
Epoch 32: Test Accuracy = 95.79%
Epoch 33: Test Accuracy = 95.91%
Epoch 34: Test Accuracy = 95.94%
Epoch 35: Test Accuracy = 96.03%
Epoch 36: Test Accuracy = 96.01%
Epoch 37: Test Accuracy = 96.15%
Epoch 38: Test Accuracy = 96.26%
Epoch 39: Test Accuracy = 96.26%
Epoch 40: Test Accuracy = 96.28%
Epoch 41: Test Accuracy = 96.32%
Epoch 42: Test Accuracy = 96.37%
Epoch 43: Test Accuracy = 96.44%
Epoch 44: Test Accuracy = 96.41%
Epoch 45: Test Accuracy = 96.42%
Epoch 46: Test Accuracy = 96.57%
Epoch 47: Test Accuracy = 96.61%
Epoch 48: Test Accuracy = 96.59%
Epoch 49: Test Accuracy = 96.63%
Epoch 50: Test Accuracy = 96.69%
Epoch 51: Test Accuracy = 96.71%
Epoch 52: Test Accuracy = 96.74%
Epoch 53: Test Accuracy = 96.79%
Epoch 54: Test Accuracy = 96.85%
Epoch 55: Test Accuracy = 96.77%
Epoch 56: Test Accuracy = 96.91%
Epoch 57: Test Accuracy = 96.86%
Epoch 58: Test Accuracy = 96.84%
Epoch 59: Test Accuracy = 97.01%
Epoch 60: Test Accuracy = 96.93%
Epoch 61: Test Accuracy = 96.98%
Epoch 62: Test Accuracy = 96.96%
Epoch 63: Test Accuracy = 97.05%
Epoch 64: Test Accuracy = 97.14%
Epoch 65: Test Accuracy = 97.13%
Epoch 66: Test Accuracy = 97.13%
Epoch 67: Test Accuracy = 97.16%
Epoch 68: Test Accuracy = 97.05%
Epoch 69: Test Accuracy = 97.16%
Epoch 70: Test Accuracy = 97.21%
Epoch 71: Test Accuracy = 97.24%
Epoch 72: Test Accuracy = 97.29%
Epoch 73: Test Accuracy = 97.32%
Epoch 74: Test Accuracy = 97.27%
Epoch 75: Test Accuracy = 97.30%
Epoch 76: Test Accuracy = 97.31%
Epoch 77: Test Accuracy = 97.33%
Epoch 78: Test Accuracy = 97.35%
Epoch 79: Test Accuracy = 97.30%
Epoch 80: Test Accuracy = 97.33%
Epoch 81: Test Accuracy = 97.39%
Epoch 82: Test Accuracy = 97.43%
Epoch 83: Test Accuracy = 97.46%
Epoch 84: Test Accuracy = 97.43%
Epoch 85: Test Accuracy = 97.36%
Epoch 86: Test Accuracy = 97.46%
Epoch 87: Test Accuracy = 97.51%
Epoch 88: Test Accuracy = 97.50%
Epoch 89: Test Accuracy = 97.50%
Epoch 90: Test Accuracy = 97.49%
Epoch 91: Test Accuracy = 97.50%
Epoch 92: Test Accuracy = 97.50%
Epoch 93: Test Accuracy = 97.59%
Epoch 94: Test Accuracy = 97.56%
Epoch 95: Test Accuracy = 97.50%
Epoch 96: Test Accuracy = 97.58%
Epoch 97: Test Accuracy = 97.58%
Epoch 98: Test Accuracy = 97.61%
Epoch 99: Test Accuracy = 97.60%
Epoch 100: Test Accuracy = 97.61%
Sigmoid 2 Hidden Layers:
Epoch 1: Test Accuracy = 66.83%
Epoch 2: Test Accuracy = 83.95%
Epoch 3: Test Accuracy = 86.84%
Epoch 4: Test Accuracy = 88.50%
Epoch 5: Test Accuracy = 89.44%
Epoch 6: Test Accuracy = 90.21%
Epoch 7: Test Accuracy = 90.71%
Epoch 8: Test Accuracy = 91.15%
Epoch 9: Test Accuracy = 91.69%
Epoch 10: Test Accuracy = 91.98%
Epoch 11: Test Accuracy = 92.34%
Epoch 12: Test Accuracy = 92.50%
Epoch 13: Test Accuracy = 92.86%
Epoch 14: Test Accuracy = 93.14%
Epoch 15: Test Accuracy = 93.22%
Epoch 16: Test Accuracy = 93.71%
Epoch 17: Test Accuracy = 93.87%
Epoch 18: Test Accuracy = 94.03%
Epoch 19: Test Accuracy = 94.35%
Epoch 20: Test Accuracy = 94.55%
Epoch 21: Test Accuracy = 94.72%
Epoch 22: Test Accuracy = 94.88%
Epoch 23: Test Accuracy = 95.06%
Epoch 24: Test Accuracy = 95.12%
Epoch 25: Test Accuracy = 95.22%