📉 Statsmodels OLS
Statsmodels allows you to explore data, estimate statistical models, and perform statistical tests.
💡 Quick Tip:
Mastering this concept will significantly boost your Python data science skills!
💻 Code Example:
import statsmodels.api as sm
import numpy as np
# Generate dummy data
X = np.random.rand(100, 1)
y = 2 * X + np.random.normal(size=(100, 1))
X = sm.add_constant(X)
model = sm.OLS(y, X).fit()
print(model.summary())| Feature | Benefit |
|---|---|
| Efficiency | Optimized for performance |
| Simplicity | Easy to read and write |
Keep exploring and happy coding! 🚀