Predictive Maintenance: Predicting Machine Failure from Sensor Data with Python
Build a leakage-safe, reproducible machine-failure classifier and evaluate rare-event performance with appropriate baselines and metrics.
Classification (multi-class)
4 tutorials
How to Measure the Performance of a Machine Learning Classifier with Python and Scikit-Learn?
Using confusion matrix and error metrics for measuring classification performance in machine learning with Python.
Classifying Reported Crime Categories in San Francisco with Python
Build and evaluate a reproducible multiclass model for historical San Francisco incident categories, including responsible-use limitations.
Training a Sentiment Classifier with Naive Bayes and Logistic Regression in Python
A compact, reproducible sentiment-analysis example using synthetic text data, TF-IDF features, and a comparison of Naive Bayes and Logistic Regression.