Clustering-Dimensionality-Reduction
Complexity_Learning_curves
Function Approximation by Neural Network
Function approximation by linear model and deep network LOOP test.ipynb
Function approximation by linear model and deep network.ipynb
Linear_Regression_Methods.ipynb
Multi-variate LASSO regression with CV.ipynb
Polynomial regression - linear and neural network.ipynb
Regularized polynomial regression with linear and random sampling - LOOP.ipynb
Regularized polynomial regression with linear and random sampling.ipynb
Random Function Generator
Synthetic_data_generation
Jupyter_Markdown_Primer.ipynb
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Demo notebook to show how deep neural network is superiror to non-linear regression models for complex function approximation tasks
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