Quickly find the right ML model and parameters for your structured data
I used Python 3.8.12, you can find library requierments in requirements.txt.
Main folder contains following folders:
data/
contains input data
eda/
using ydata-profiling
https://github.com/ydataai/ydata-profiling
models/
contains models trained in the notebook.
utils/
model_utils.py
A class, includes utility functions for fine-tuning hyperparameters and evaluating models
data_utils.py
A class, includes data utility functions doing EDA, projecting data to lower dimensions, normalization, and data generators.
config.py
contains several pre-determined configurations for each model in order to do a search of hyperparameters.