Craig A's repositories
blog
Data, code, and scripts for the analysis in the Mode blog.
CorBinian
CorBinian: A toolbox for modelling and simulating high-dimensional binary and count-data with correlations
dsreading
Readings in Data Science: theory and practice
ML-From-Scratch
Machine Learning From Scratch. Bare bones Python implementations of Machine Learning models and algorithms with a focus on transparency and accessibility. Aims to cover everything from Data Mining to Deep Learning.
nn-from-scratch
Implementing a Neural Network from Scratch
deep-learning-with-python-notebooks
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
DemoNeuralNet
Toy project to create a simple working neural net in R
EffectiveTensorflow
TensorFlow tutorials and best practices.
ggthemr
Themes for ggplot2.
gramm
Gramm is a complete data visualization toolbox for Matlab. It provides an easy to use and high-level interface to produce publication-quality plots of complex data with varied statistical visualizations. Gramm is inspired by R's ggplot2 library.
imbalanced-learn
Python module to perform under sampling and over sampling with various techniques.
iml
iml: interpretable machine learning R package
imlplots
Create Interpretable Machine Learning plots and analyse them in a interactive Shiny dashboard
islrlabs
R programming labs for the book Introduction to Statistical Learning
Kaggle
Projects on Kaggle datasets
keras-resources
Directory of tutorials and open-source code repositories for working with Keras, the Python deep learning library
lares
Personal Library for Analytics and Machine Learning
mid_sm
Squirrel Monkey MID Analysis
midbox
MID analysis code
MLPB
Machine Learning Problem Bible | Problem Set Here >>
mner
Constructing and optimizing low-rank second-order maximum noise entropy (MNE) models
Neural-Networks-Demystified
Supporting code for short YouTube series Neural Networks Demystified.
pyAudioAnalysis
Python Audio Analysis Library: Feature Extraction, Classification, Segmentation and Applications
pytudes
Python programs to practice or demonstrate skills.
sand
Statistical Analysis of Network Data with R
selbosh.github.io
Personal web site, "Tea & Stats", built with blogdown and Hugo
shap
A unified approach to explain the output of any machine learning model.