explainable AI Archives

explainable AI

Explainable Artificial Intelligence (xAI) Explained

Modeling explainable AIposted by ODSC Community May 19, 2021

The problem that we face now with artificial intelligence (AI) is that many methods work, and we believe that for whatever is done under the hoods – we don’t elaborate on the details. Yet it’s very important to understand how the prediction is done, not only... Read more

Making Explainability Work in Practice

Blogs from ODSC Speakers Conferences Modeling black box East 2021 Explainability explainable AIposted by ODSC Community March 17, 2021

Complex ‘black box’ models are becoming more and more prevalent in industries involving high-stakes decisions (such as finance, healthcare, insurance). As machine learning algorithms take a prominent role in our daily lives, explaining their decision will only grow in importance via explainability. By now there is... Read more

Exploring the Moral and Ethical Perspective of a Dataset while Building an Explainable AI Solution

Modeling explainable AI Responsible AIposted by ODSC Community November 3, 2020

Developing AI code in the 2010s relied on knowledge and talent. Developing AI code in the 2020s implies the accountability of XAI for every aspect of an AI project. It includes moral, ethical, legal, and technical perspectives, all for building an explainable AI solution. [Related article:... Read more

How to Explain Your ML Models?

Blogs from ODSC Speakers Conferences Machine Learning Modeling Uncategorized Europe 2020 explainable AIposted by ODSC Community August 11, 2020

Explainability in machine learning (ML) and artificial intelligence (AI) is becoming increasingly important. With the increased demand for explanations and the number of new approaches out there, it could be difficult to know where to start. In this post, we will get hands-on experience in explaining... Read more

Are All Explainable Models Trustworthy?

Machine Learning Modeling explainable AIposted by Robert de Graaf February 20, 2020

Explainable AI or Explainable Data Science is one of the top buzzwords of Data Science at the moment. Models that are explainable are seen as the answer to many of recently recognized problems with machine learning, such as bias or data leaks. [Related Article: The Importance... Read more

7 Top Data Science Trends in 2020 to Be Excited About

Career Insights Featured Post 2020 AutoML Azure Cloud explainable AI NLP Pythonposted by Daniel Gutierrez, ODSC January 31, 2020

As a practicing data scientist, educator, and tech journalist, I automatically have three big motivations for keeping a constant pulse of the industry. Staying in tune with what’s happening, consuming all the news from the movers and shakers, and evaluating new and updated tools as they... Read more

IBM Research Launches Explainable AI Toolkit

Machine Learning Modeling AI ai toolkit explainable AI interpretable aiposted by Daniel Gutierrez, ODSC August 22, 2019

Explainability or interpretability of AI is a huge deal these days, especially due to the rise in the number of enterprises depending on the decisions made by machine learning and deep learning. Naturally, stakeholders want a level of transparency for how the algorithms came up with... Read more

Learn Interpretability for Data Science

Conferences Featured Post explainable AI Machine Learningposted by Rajiv Shah March 5, 2019

Editor’s note: Rajiv Shaw will be a speaker at ODSC East 2019 this May! Be sure to check out his talk, “Deciphering the Black Box: Latest Tools and Techniques for Interpretability” there. The impact of machine learning has been tremendous, whether it’s measured in dollars (trillions)... Read more

Explainable AI: From Prediction To Understanding

Modeling explainable AIposted by Elizabeth Wallace, ODSC March 4, 2019

It’s not enough to make predictions. Sometimes, you need to generate a deep understanding. Just because you model something doesn’t mean you really know how it works. In classical machine learning, the algorithm spits out predictions, but in some cases, this isn’t good enough. Dr. George... Read more

The Importance of Explainable AI

Business + Management AI Artificial Intelligence explainable AIposted by Daniel Gutierrez, ODSC September 6, 2018

AI algorithms can be trained to perform many disparate tasks, but these systems often are opaque and operate in a black box, meaning users don’t always know how decisions are being made. AI-powered systems, frequently using deep learning methods, can be given extraordinarily complex tasks and... Read more