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add dnn model
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songsong1996 committed Nov 12, 2020
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3,192 changes: 2,103 additions & 1,089 deletions Model Training/.ipynb_checkpoints/DNN_and_Visualization-checkpoint.ipynb

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{
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"execution_count": 21,
"metadata": {
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"metadata": {},
"outputs": [
{
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{
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"outputs": [
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"name": "python",
"nbconvert_exporter": "python",
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2,767 changes: 2,767 additions & 0 deletions Model Training/.ipynb_checkpoints/XGBoost_with_hash-checkpoint.ipynb

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186 changes: 109 additions & 77 deletions Model Training/.ipynb_checkpoints/xgboost-checkpoint.ipynb

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3,142 changes: 2,080 additions & 1,062 deletions Model Training/DNN_and_Visualization.ipynb

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2,916 changes: 2,916 additions & 0 deletions Model Training/DNN_and_Visualization_with_hash.ipynb

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2 changes: 1 addition & 1 deletion Model Training/Logistic Regression.ipynb
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"name": "python",
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"version": "3.7.9"
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2,767 changes: 2,767 additions & 0 deletions Model Training/XGBoost_with_hash.ipynb

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model_checkpoint_path: "checkpoint"
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model_checkpoint_path: "checkpoint"
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model_checkpoint_path: "checkpoint"
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model_checkpoint_path: "checkpoint"
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model_checkpoint_path: "checkpoint"
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model_checkpoint_path: "checkpoint"
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model_checkpoint_path: "checkpoint"
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model_checkpoint_path: "checkpoint"
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model_checkpoint_path: "checkpoint"
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{"trial_id": "5ddfda24db174bb6ceadf2a1b877edea", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "units1", "default": null, "min_value": 16, "max_value": 64, "step": 16, "sampling": null}}, {"class_name": "Int", "config": {"name": "units2", "default": null, "min_value": 16, "max_value": 64, "step": 16, "sampling": null}}, {"class_name": "Choice", "config": {"name": "learning_rate", "default": 0.1, "values": [0.1, 0.01, 0.001, 0.0001], "ordered": true}}], "values": {"units1": 32, "units2": 64, "learning_rate": 0.01, "tuner/epochs": 2, "tuner/initial_epoch": 0, "tuner/bracket": 2, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.6939066461416391], "step": 0}]}, "precision": {"direction": "min", "observations": [{"value": [0.2222222238779068], "step": 0}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.6931477228583168], "step": 0}]}, "val_precision": {"direction": "max", "observations": [{"value": [0.0], "step": 0}]}}}, "score": 0.0, "best_step": 0, "status": "COMPLETED"}
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model_checkpoint_path: "checkpoint"
all_model_checkpoint_paths: "checkpoint"
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{"trial_id": "6832359b25d05c33a000c700b83169d6", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "units1", "default": null, "min_value": 16, "max_value": 64, "step": 16, "sampling": null}}, {"class_name": "Int", "config": {"name": "units2", "default": null, "min_value": 16, "max_value": 64, "step": 16, "sampling": null}}, {"class_name": "Choice", "config": {"name": "learning_rate", "default": 0.1, "values": [0.1, 0.01, 0.001, 0.0001], "ordered": true}}], "values": {"units1": 48, "units2": 16, "learning_rate": 0.01, "tuner/epochs": 10, "tuner/initial_epoch": 0, "tuner/bracket": 0, "tuner/round": 0}}, "metrics": {"metrics": {"loss": {"direction": "min", "observations": [{"value": [0.6706432566275964], "step": 0}]}, "precision": {"direction": "min", "observations": [{"value": [0.9487179517745972], "step": 0}]}, "val_loss": {"direction": "min", "observations": [{"value": [0.5520540692385792], "step": 0}]}, "val_precision": {"direction": "max", "observations": [{"value": [0.996666669845581], "step": 0}]}}}, "score": 0.996666669845581, "best_step": 0, "status": "COMPLETED"}
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model_checkpoint_path: "checkpoint"
all_model_checkpoint_paths: "checkpoint"
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