Evidently AI

Set up

python --verison
Python 3.11.7

pip install -r requirements.txt

conda install -c conda-forge jupyter_contrib_nbextensions

# sample output:
https://gist.github.com/rajasgs/7817cc1b2c42cd291bebfcd592d03482

pip install --upgrade notebook==6.4.12

jupyter nbextension enable evidently --py --sys-prefix

output:
Enabling notebook extension evidently/extension...
      - Validating: OK

Test Local:

jupyter lab

verify:
http://0.0.0.0:

Report Generation:

Open and Run the following Notebook:

report-generation.ipynb

Accessing the values produced in the report:

Open and Run the following Notebook:

accessing-report.ipynb

Integration with MLFlow:

Run the following command in the terminal:

mlflow ui

run mlflow-integration.ipynb file

Reload the MLFlow UI to view the new experiment