Skip to main content

Machines and people collaborating together through Jupyter notebooks.

Project description

This is a Python 3 library to read/write cells programmatically in Jupyter notebooks which anticipates upcoming collaborative features in Jupyter.

We use this at O’Reilly Media for notebooks used to manage machine learning pipelines. That is to say, machines and people collaborate on documents, implementing a “human-in-the-loop” design pattern:

  • people adjust hyperparameters for the ML pipelines
  • machines write structured “logs” during ML modeling/evaluation
  • people run jupyter notebook via SSH tunnel for remote access

For more info about use cases for this library and active learning in general, see the JupyterCon 2017 talk Humans in the loop

Example Usage

The following script generates a Jupyter notebook in the test.ipynb file, then runs it:

python test.py
jupyter notebook

Then launch the test.ipynb notebook and from the Cells menu select Run All to view results.

NB: whenever you use the put_df() function to store data as a Pandas dataframe be sure to include import pandas as pd at some earlier point in the notebook.

Dependencies and Installation

This code has dependencies on:

To install from PyPi:

pip install nbtransom

To install from this Git repo:

git clone https://github.com/ceteri/nbtransom.git
cd nbtransom
pip install -r requirements.txt

Project details


Release history Release notifications

This version
History Node

1.0.1

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Filename, size & hash SHA256 hash help File type Python version Upload date
nbtransom-1.0.1-py3-none-any.whl (6.2 kB) Copy SHA256 hash SHA256 Wheel py3 Jun 25, 2017
nbtransom-1.0.1.tar.gz (4.2 kB) Copy SHA256 hash SHA256 Source None Jun 25, 2017

Supported by

Elastic Elastic Search Pingdom Pingdom Monitoring Google Google BigQuery Sentry Sentry Error logging CloudAMQP CloudAMQP RabbitMQ AWS AWS Cloud computing Fastly Fastly CDN DigiCert DigiCert EV certificate StatusPage StatusPage Status page