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Approachable AI – Built for Humans

Author: Hannah Arnson

ethics in AI

Ethics and AI: Approaches for Addressing Underlying Bias in Data Sets

July 17, 2020July 20, 2020 Hannah Arnsonartificial intelligence

Artificial Intelligence (AI) is often portrayed as a magical black box where data goes in and something like a self-driving car comes out. Unfortunately, the magical black box is subject to any constraints on data[…]

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Netflix and Learn: Demystifying Recommender Systems

January 16, 2020January 16, 2020 Hannah ArnsonUncategorized

This article is Part 1 in a quarterly series that sets out to demystify artificial intelligence and machine learning techniques that are common in everyday life, and in the news. At Pandata, we firmly believe[…]

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What’s In a Data Science Toolkit?

May 8, 2019May 8, 2019 Hannah ArnsonUncategorized

What makes up the nuts and bolts of a data science toolkit?  What are the technical requirements and how do we know how to choose among them? Operating Systems The foundation of the toolkit is[…]

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Pandata Case Study: Cleveland Museum of Art – Open Access

April 1, 2019April 5, 2019 Hannah Arnsonartificial intelligence

The Cleveland Museum of Art is a world-renowned art museum with a substantial collection of over 61,000 artworks. In January of 2019, they launched their Open Access Initiative in which they made over 30,000 public[…]

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Smart Manufacturing: Getting Value from IIoT (Industrial Internet of Things) Data

March 15, 2019March 19, 2019 Hannah Arnsonanalytics

The Internet of Things (or IoT) has been hailed as the next big thing to revolutionize manufacturing. A series of sensors can be attached to manufacturing equipment to continuously measure machine status, output, temperature and[…]

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Data Science as a Team Sport

November 21, 2018November 21, 2018 Hannah Arnsonanalytics

By Hannah Arnson & Joseph Homrocky   Data science is often thought of as a black box – in goes data, outcomes actionable information. Inside that black box lives a complex mix of programming, mathematics,[…]

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Pandata Case Study – Midwest Industrial Supply

September 27, 2018September 27, 2018 Hannah Arnsonanalytics

Midwest Industrial Supply Case Study – September 26, 2018 Midwest Industrial Supply specializes in environmentally friendly dust control applications, operating out of a series of regional satellite offices. When pricing a new spray opportunity, the[…]

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Data Ethics: The Role of Data Scientist as Cyber Steward

August 27, 2018August 27, 2018 Hannah Arnsonanalytics

Facebook / Cambridge Analytics, the Equifax data breach, and political email hackings are just a few examples of the misuse of data and data ethics violations that are constantly making headlines. All except your most[…]

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Demystifying Deep Learning

May 7, 2018August 28, 2018 Hannah Arnsonartificial intelligence

By: Hannah Arnson These days, we frequently hear about “artificial intelligence” (AI), “neural networks,” and “deep learning.” The media presents these techniques as black boxes that can revolutionize, or destroy, society. At Pandata, we use[…]

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