uploads/assignment_10.py

# Assignment 10: Train-Test Split and Evaluation
# Split dataset and evaluate a model
from sklearn.model_selection import train_test_split
from sklearn.metrics import accuracy_score
from sklearn.linear_model import LogisticRegression
import numpy as np

# Synthetic dataset
X = np.array([[1, 2], [3, 4], [5, 6], [7, 8]])
y = np.array([0, 0, 1, 1])

# Split data
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)

# Train model
model = LogisticRegression()
model.fit(X_train, y_train)

# Evaluate
predictions = model.predict(X_test)
print(f"Accuracy: {accuracy_score(y_test, predictions)}")
print(f"Confusion Matrix: {confusion_matrix(y_test, predictions)}")  # Error: confusion_matrix not imported