A Hands-On Introduction to Essential Python Libraries and Frameworks (With Code Samples) by Murat Durmus

A Hands-On Introduction to Essential Python Libraries and Frameworks (With Code Samples) by Murat Durmus

Author:Murat Durmus [Durmus, Murat]
Language: eng
Format: epub
Tags: Python, Programming, Data Science, Machine Learning.
Publisher: independent


# Load the Breast Cancer Wisconsin dataset

data = load_breast_cancer()

# Create a random forest classifier

clf = RandomForestClassifier(n_estimators=100, random_state=0)

# Train the classifier on the breast cancer dataset

clf.fit(data.data, data.target)

# Initialize the SHAP explainer

explainer = shap.Explainer(clf)

# Generate SHAP values for the first 5 instances in the dataset

shap_values = explainer(data.data[:5])

# Plot the SHAP values for the first instance

shap.plots.waterfall(shap_values[0])



Download



Copyright Disclaimer:
This site does not store any files on its server. We only index and link to content provided by other sites. Please contact the content providers to delete copyright contents if any and email us, we'll remove relevant links or contents immediately.