Skip to main content
Help us improve PyPI by participating in user testing. All experience levels needed!

Kumparanian CLI

Project description

Kumparanian is a set of workflows that optimize Kumparan’s data engineering and data scientist hiring process. It cuts down 1-2 working day(s) submission review process to just less than an hour.

If you are our candidate, you need to install kumparanian using following command:

pip install kumparanian

consult its help command:

% kumparanian ds --help
Usage: kumparanian ds [OPTIONS] COMMAND [ARGS]...

  For Data Scientist role.

  Before you submit your trained model, you can verify your trained model
  using the following command:

  $ kumparanian ds verify YOURMODEL.pickle

  Use the following command to evaluate your trained model against your test
  dataset:

  $ kumparanian ds evaluate YOURMODEL.pickle test_file.csv

Options:
  --help  Show this message and exit.

Commands:
  evaluate  Evaluate the model
  verify    Verify the model

  If you found any issues, feel free report it at:
  https://github.com/kumparan/kumparanian/issues

then read our assessment and you should be good.

Subsequent sections are not required for candidate as it intended only for project’s documentation purpose.

Kumparan’s Model Interface

The first component of Kumparanian is a Kumparan’s Model Interface. We’ve designed an interface for Machine Learning model that allows us to design a problem to have deterministic result.

The model interface contains 3 required methods: train, predict and save. The candidate will solve the assessment test by implement the train and predict methods. We provide save method to helps the candidate to save the trained model.

Read more about the Kumparan’s Model Interface.

Kumparanian CLI

The second component of Kumparanian is a kumparanian(1). This CLI will help the candidate to verify and test their model while also help our team to evaluate the candidate’s trained model.

kumparanian(1) can be installed via the following command:

pip install kumparanian

To get started, run the following command:

kumparanian --help

If you found any issue, please open new issue here kumparanian/issues.

Project details


Release history Release notifications

This version
History Node

1.0.0

History Node

0.0.6

History Node

0.0.5

History Node

0.0.4

History Node

0.0.3

History Node

0.0.2

History Node

0.0.1

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
kumparanian-1.0.0.tar.gz (6.6 kB) Copy SHA256 hash SHA256 Source None Mar 13, 2018

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