A Lucid Framework for Transparent and Interpretable Machine Learning Models
lucidmode
lucidmode is an open-source, low-code and lightweight Python framework for transparent and interpretable machine learning models. It has built in machine learning methods optimized for visual interpretation of some of the most relevant calculations.
Installation
- With package manager (coming soon)
Install by using pip package manager:
pip install lucidmode
Clone entire github project
[email protected]:lucidmode/lucidmode.git
and then install dependencies
pip install -r requirements.txt
Models
Artificial Neural Network
Feedforward Multilayer perceptron with backpropagation.
- fit: Fit model to data
- predict: Prediction according to model
Initialization, Activations, Cost functions, regularization, optimization
- Weights Initialization: With 4 types of criterias (zeros, xavier, common, he)
- Activation Functions: sigmoid, tanh, ReLU
- Cost Functions: Sum of Squared Error,