Extract guidance and actions from Climate Change documents using Machine Learning

Closed
Deploy Solutions
Ottawa, Ontario, Canada
Nicholas Kellett
Founder & CEO, Deploy Solutions
(7)
3
Project
Academic experience
100 hours per learner
Learner
Anywhere
Advanced level

Project scope

Categories
Data analysis Information technology
Skills
data analytics, machine learning, deep learning, ai machine learning nlp
Details

The Goal

We are in the design and planning phase of a new climate change impact planning software product (related to "UN Sustainable Development Goal 13: Take urgent action to combat climate change and its impacts"). The product will recommend a set of actions that ordinary citizens can take to avoid, mitigate, adapt, or rebuild from climate change disasters. Although there is a wealth of guidance information out there in PDFs or on websites, rather than go through those one by one, we want to see if machine learning NLP and NLU techniques (and others?) could be used to automatically extract that kind of guidance from a document.

Your Contribution

We would like you to explore ML techniques on a set of PDF and website content and produce some "climate change actions" via a model. This is exploratory and so we anticipate a few iterations where you produce some outputs, we examine those, and see how to structure the results into our proposed action structure. At the start of the project we will provide a set of PDF content, some suggested sentence structures/keyword examples, and a proposed action format (in JSON) for the model, and anything else you need.

Deliverables
No deliverables exist for this project.

About the company

Company
Ottawa, Ontario, Canada
2 - 10 employees
Government, It & computing, Business & management, Environment, Airlines, aviation & aerospace

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