https://insideainews.com/tag/explainability/ Illuminating AI's Frontiers: Your Go-To News Destination. Sat, 06 Jan 2024 18:33:31 +0000 en-US hourly 1 https://wordpress.org/?v=6.6.1 https://insideainews.com/wp-content/uploads/2024/06/iain-favicon.png https://insideainews.com/tag/explainability/ 32 32 136462205 https://insideainews.com/2024/01/09/the-need-for-transparency-and-explainability-in-eu-ai-regulation/ https://insideainews.com/2024/01/09/the-need-for-transparency-and-explainability-in-eu-ai-regulation/#respond Tue, 09 Jan 2024 11:00:00 +0000 https://insidebigdata.com/?p=34473 In this contributed article, Anita Schjøll Abildgaard, CEO and Co-Founder of Iris.ai, believes that while legislators work towards governance that enables appropriate, effective oversight without stifling innovation, organizations working on AI technology have a responsibility for ethical development. With an emphasis on transparency and explainability, companies can ensure AI technology offers the most benefit to the most people. ]]> https://insideainews.com/2024/01/09/the-need-for-transparency-and-explainability-in-eu-ai-regulation/feed/ 0 34473 https://insideainews.com/2021/04/09/the-modelops-movement-streamlining-model-governance-workflow-analytics-and-explainability/ https://insideainews.com/2021/04/09/the-modelops-movement-streamlining-model-governance-workflow-analytics-and-explainability/#respond Fri, 09 Apr 2021 13:00:00 +0000 https://insidebigdata.com/?p=25943 In this contributed article, editorial consultant Jelani Harper discusses how the ModelOps movement either directly or indirectly addresses each of the following three potential barriers to cognitive computing success: model governance, explainability, and workflow analytics.]]> https://insideainews.com/2021/04/09/the-modelops-movement-streamlining-model-governance-workflow-analytics-and-explainability/feed/ 0 25943 https://insideainews.com/2021/01/23/genesis-of-a-model-intelligence-platform-truera/ https://insideainews.com/2021/01/23/genesis-of-a-model-intelligence-platform-truera/#respond Sat, 23 Jan 2021 14:00:06 +0000 https://insidebigdata.com/?p=25522 In this start-up highlight piece, we discuss how a CMU professor and his former grad student are ushering in a new era of responsible AI, and helping companies address bias in their AI models. This is a short story of the genesis of Truera. ]]> https://insideainews.com/2021/01/23/genesis-of-a-model-intelligence-platform-truera/feed/ 0 25522 https://insideainews.com/2021/01/22/xai-are-we-looking-before-we-leap/ https://insideainews.com/2021/01/22/xai-are-we-looking-before-we-leap/#respond Fri, 22 Jan 2021 14:00:38 +0000 https://insidebigdata.com/?p=25531 This four part report, "XAI: Are We Looking Before We Leap?," from our friends over at SOSA highlights the challenges and advances when it comes to regulations, relevant use-cases, and emerging technologies taking the mystery out of AI.]]> https://insideainews.com/2021/01/22/xai-are-we-looking-before-we-leap/feed/ 0 25531 https://insideainews.com/white-paper/xai-are-we-looking-before-we-leap/ https://insideainews.com/white-paper/xai-are-we-looking-before-we-leap/#respond Wed, 20 Jan 2021 23:30:34 +0000 https://insidebigdata.com/?post_type=wpdmpro&p=25528 This four part report from our friends over at SOSA highlights the challenges and advances when it comes to regulations, relevant use-cases, and emerging technologies taking the mystery out of AI.]]> 0 25528 https://insideainews.com/2020/12/03/new-survey-of-data-science-pros-finds-that-ai-explainability-is-their-top-concern/ https://insideainews.com/2020/12/03/new-survey-of-data-science-pros-finds-that-ai-explainability-is-their-top-concern/#respond Thu, 03 Dec 2020 14:00:00 +0000 https://insidebigdata.com/?p=25318 In late October 2020, venture capital firm Wing conducted a survey, "Chief Data Scientist Survey," of 320 of the senior-most data scientists at both global corporations and venture-backed startups, in advance of its annual Wing Data Science Summit. AI explainability came out on top as the leading concern.]]> https://insideainews.com/2020/12/03/new-survey-of-data-science-pros-finds-that-ai-explainability-is-their-top-concern/feed/ 0 25318 https://insideainews.com/2020/09/26/addressing-ai-trust-systemic-bias-transparency-as-business-priorities/ https://insideainews.com/2020/09/26/addressing-ai-trust-systemic-bias-transparency-as-business-priorities/#respond Sat, 26 Sep 2020 13:00:00 +0000 https://insidebigdata.com/?p=25046 Our friend Dr Stuart Battersby, CTO of Chatterbox Labs (an Enterprise Al Company), reached out to us to share how his company built a patented AI Model Insights Platform (AIMI) to address the lack of explainability & trust, systemic bias and vulnerabilities within any AI model or system.]]> https://insideainews.com/2020/09/26/addressing-ai-trust-systemic-bias-transparency-as-business-priorities/feed/ 0 25046 https://insideainews.com/2020/08/06/truera-launches-model-intelligence-platform-to-solve-machine-learnings-black-box-problem/ https://insideainews.com/2020/08/06/truera-launches-model-intelligence-platform-to-solve-machine-learnings-black-box-problem/#respond Thu, 06 Aug 2020 13:00:00 +0000 https://insidebigdata.com/?p=24842 Truera, which provides the Model Intelligence platform, emerged from stealth to launch its technology solution that removes the “black box” surrounding Machine Learning (ML) and provides intelligence and actionable insights throughout the ML model lifecycle. The platform is already deployed at and delivering value to a number of early Fortune 100 customers in banking and insurance.]]> https://insideainews.com/2020/08/06/truera-launches-model-intelligence-platform-to-solve-machine-learnings-black-box-problem/feed/ 0 24842 https://insideainews.com/2020/04/21/ai-transparency-will-lead-to-new-approaches/ https://insideainews.com/2020/04/21/ai-transparency-will-lead-to-new-approaches/#respond Tue, 21 Apr 2020 14:00:00 +0000 https://insidebigdata.com/?p=24293 In this contributed article, nationally recognized entrepreneur and software developer, Charles Simon contends that transparency – coupled with the necessary algorithms to mimic vision, hearing, learning, planning, and even imagination – will enable AI to evolve into its next phase. ]]> https://insideainews.com/2020/04/21/ai-transparency-will-lead-to-new-approaches/feed/ 0 24293 https://insideainews.com/2020/02/03/do-you-trust-and-understand-your-predictive-models/ https://insideainews.com/2020/02/03/do-you-trust-and-understand-your-predictive-models/#respond Mon, 03 Feb 2020 16:00:52 +0000 https://insidebigdata.com/?p=23925 To help practitioners make the most of recent and disruptive breakthroughs in debugging, explainability, fairness, and interpretability techniques for machine learning, our friends over at H2O.ai have written and exciting eBook “An Introduction to Machine Learning Intrepretability Second Edition.” This report defines key terms, introduces the human and commercial motivations for the techniques, and discusses predictive modeling and machine learning from an applied perspective, focusing on the common challenges of business adoption, internal model documentation, governance, validation requirements, and external regulatory mandates. ]]> https://insideainews.com/2020/02/03/do-you-trust-and-understand-your-predictive-models/feed/ 0 23925