Classifying congressional bills with machine learning

  • Title: A bill to provide for the expansion of the James Campbell National Wildlife Refuge Honolulu County Hawaii
  • ID: 109-S-1165
  • URL: https://www.congress.gov/bill/109th-congress/senate-bill/1165
  • Topic: Public Lands
  • Date Introduced: 6 June 2005
  • Date Passed: 25 May 2006
  • Congressperson who introduced it: Daniel Inouye
  • Passed: Yes
Title: To permit the televising of Supreme Court proceedings.Category: Technology-----Title: A bill to provide a program of tax adjustment for small business and for persons engaged in small business.Category: Domestic commerce

Training an AutoML NL model

Evaluating our model

Generating predictions on unlabeled bills

Bill: Honoring women who have served, and who are currently serving, as members of the Armed Forces and recognizing the recently expanded service opportunities available to female members of the Armed Forces.Predicted label: Civil Rights 88.5%, Defense 7.5%-----Bill: Setting forth the congressional budget for the United States Government for fiscal year 2010 and including the appropriate budgetary levels for fiscal years 2009 and 2011 through 2014.Predicted label: Macroeconomics 99.5%

What’s next?

--

--

--

Connoisseur of code, country music, and homemade ice cream. Helping developers build awesome apps @googlecloud. Opinions = my own, not that of my company.

Love podcasts or audiobooks? Learn on the go with our new app.

Recommended from Medium

How to Classify Different Dialects of English

Counting new objects in image using only a few examples

Imbalanced Multilabel Scene Classification using Keras

10 Ways Machine Learning will Affect your life.

What I learn from Learning Machine Learning Development

What is TensorFlow, and how does it work?

Mirror, mirror, which ML model is the fairest of them all?

Fake news classifier using GloVe Embeddings + CNN Model

https://datamahadev.com/nlp-stanfords-glove-for-word-embedding/

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store
Sara Robinson

Sara Robinson

Connoisseur of code, country music, and homemade ice cream. Helping developers build awesome apps @googlecloud. Opinions = my own, not that of my company.

More from Medium

Artificial Intelligence scares me

Multilingual Transformers applied to Twitter to support a research project

We tried learning AI from games. How about learning from players?

Foundation Models for EDA

Screenshot%20from%202022-03-07%2014-24-30.png