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Update README.md
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@anjanatiha
anjanatiha authored Dec 27, 2018
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Expand Up @@ -111,46 +111,3 @@ Duration : November 2018 - Current
Current Version : v1.0.0.3
Last Update : 12.24.2018
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### Model Parameters

<b>Machine Learning Library: Keras</b>

Model and Training Prameters

| Current Parameters | Value |
| :------------------- | :---------------------------------------------------------- |
| **Base Model** | NashNetLarge |
| **Optimizers** | Adam |
| **Loss Function** | categorical_crossentropy |
| **Learning Rate** | 0.0001 |
| **Batch Size** | 16 |
| **Number of Epochs** | 2 |
| **Training Time** | 4.5 hour (270 min) |



<b>Model Performance Metrics (Prediction/ Recognition / Classification)</b>

| Dataset | Training | Validation | Test |
| :------------------- | :------------- | :------------ | :-------- |
| **Accuracy** | 94.74% | 93.62% | 93.72% |
| **Loss** | 0.14 | 0.30 | 0.30 |
| **Precision** | --- | --- | 89.02% |
| **Recall** | --- | --- | 90.80% |
| **Roc-Auc** | --- | --- | 91.59% |


<b>Other Experimented Model and Training Prameters</b>

| Parameters (Experimented) | Value |
| ------------------------- | :-----------------------------------------------------:|
| **Base Models** | NashNet(NashNetLarge, NashNetMobile), InceptionV3 |
| **Optimizers** | Adam, SGD |
| **Loss Function** | categorical_crossentropy, binary_crossentropy |
| **Learning Rate** | 0.0001, 0.00001, 0.000001, 0.0000001 |
| **Batch Size** | 16, 32, 64, 128, 256 |
| **Number of Epochs** | 2, 4, 6, 10, 30, 50, 100 |
| **Training Time** | 4.5 hour (270 min), 1 day (24 hours), 2 days (24 hours)|

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