TimeSeriesPredictionsPlot

Plot actual vs predicted values for time series data and generate a visual comparison for the model.

Purpose

The purpose of this function is to visualize the actual versus predicted values for time series data for a single model.

Test Mechanism

The function plots the actual values from the dataset and overlays the predicted values from the model using Plotly for interactive visualization.

• Large discrepancies between actual and predicted values indicate poor model performance.
• Systematic deviations in predicted values can highlight model bias or issues with data patterns.

Strengths

• Provides a clear visual comparison of model predictions against actual values.
• Uses Plotly for interactive and visually appealing plots.

Limitations

• Assumes that the dataset is provided as a DataFrameDataset object with a datetime index.
• Requires that dataset.y_pred(model) returns the predicted values for the model.