Welcome to an assortment of Data-Science notebooks by James Twose

Linear Analysis

Linear Analysis Notebooks

Create a bootstrapped t_test function and show it off using the iris data set

An example of a use of groupby apply to apply a model to a set of individual groups

Random Walk

Looking at how adding an extra feature with varying levels of relevance effects the r2_score

Machine Learning

Machine Learning Notebooks

Gower clustering

Machine Learning Workflow

Stress prediction based on biometrics data

Creating synthetic ordinal data

Using a toy dataset to better understand SHapley Additive exPlanations (SHAP)

Neural Transfer Using PyTorch

• Penguins Data Drift Report

NLTSA

NLTSA Notebooks

first order and second order ordinary differential equations (ODE)s

Methodology

Methodology

scikit-identification Example

Looking for patterns in grand mal seizures

Testing out rolling smoothing functions

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