Understanding and Avoiding the 'numpy.ndarray' Object Has No Attribute 'columns' Error in Python with NumPy and Pandas

Understanding the Issue with Different RF Predictions: A Comprehensive Analysis of Random Forests and the `caret` Package

Understanding R Random Forest Inconsistent Predictions: A Guide to Consistency and Improvement