improve description formating
Browse files
app.py
CHANGED
@@ -40,16 +40,19 @@ def select_features(method,num_features):
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toc_bwd = time()
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selected_features = feature_names[sfs_backward.get_support()]
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execution_time = toc_bwd - tic_bwd
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return f"Selected the following features: {','.join(selected_features)} in {execution_time:.3f} seconds"
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title = "Selecting features with Sequential Feature Selection"
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with gr.Blocks(title=title) as demo:
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gr.Markdown(f"## {title}")
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gr.Markdown("""
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This app demonstrates feature selection techniques using model based selection and sequential feature selection.\n\n
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Model based selection is based on feature importance. Each feature is assigned a score on how much influence they have on the model output.
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1. Age (age)
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2. Sex (sex)
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3. Body mass index (bmi)
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toc_bwd = time()
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selected_features = feature_names[sfs_backward.get_support()]
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execution_time = toc_bwd - tic_bwd
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return f"Selected the following features: {', '.join(selected_features)} in {execution_time:.3f} seconds"
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title = "Selecting features with Sequential Feature Selection"
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with gr.Blocks(title=title) as demo:
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gr.Markdown(f"## {title}")
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gr.Markdown("""
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This app demonstrates feature selection techniques using model based selection and sequential feature selection.\n\n
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Model based selection is based on feature importance. Each feature is assigned a score on how much influence they have on the model output.
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The feature with highest score is considered the most important feature.\n\n
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Sequential feature selection is based on greedy approach. In greedy approach, the feature is added or removed to the selected features at each iteration
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based on the model performance score.\n\n
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This app uses Ridge estimator and the diabetes dataset from sklearn. Diabetes dataset consist of quantitative measure of diabetes progression and
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10 following variables obtained from 442 diabetes patients:
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1. Age (age)
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2. Sex (sex)
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3. Body mass index (bmi)
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