Derivative-Enhanced Gaussian Processes# Examples related to arbitrary order derivative-enhanced Gaussian Processes (DEGPs). DEGP Examples 1D Arbitrary Order Derivative-Enhanced Gaussian Process Numerical Example Setup Target Function Define Parameters Parameter Explanation Train and Evaluate DEGP Models Run DEGP Models for All Orders Display Summary Visualize Function Predictions High-Dimensional DEGP Tutorial: 4D Function Approximation with 2D Visualization Setup Configuration True Function Derivative Strategy Training Data Generation Model Training 2D Slice Evaluation Visualization Full Workflow Cycling Spatial Derivative Strategy for DEGP Motivation The Strategy Setup Configuration True Function Spatial Chain Construction Derivative Assignment Training Data Generation DEGP Setup Functions Model Training Interpolation Verification Evaluation Visualization Full Workflow Results Summary Extension to Higher Dimensions Key Takeaways