“An explanation without validity is worthless. “REZON can open the black box of AI, exploring the neural network to provide immediate, valuable insights to companies,” Viaña said. Unfortunately, you cannot open it and directly examine its contents. When shaken, you can only rely on the sounds it makes to predict what might be inside. To clarify the existing state of AI, Viaña uses the analogy of a black box. Walker said he was drawn to REZON's groundbreaking platform because of its ability to assess bias in the reasoning of neural networks, which previously has not been available.
It was during the grand opening of the Digital Futures building last year that he was introduced to Viaña. Walker established a valuable connection with UC's Center for Entrepreneurship and had the opportunity to network with some of the university's top talent. Ry Walker, a UC alumnus, the founder and CEO of Tembo - a partner in the 1819 Innovation Hub - and a co-founder of Cincinnati's tech unicorn Astronomer, is an investor and adviser for REZON. This makes REZON one of the only platforms of explainable AI capable of providing actionable insights. This information also can clarify to a banking customer the grounds behind loan rejections and provide valuable guidance on securing approval in the future.įurthermore, REZON is able to tell the bank the changes that need to be made by the final clients so that the loan is actually approved. With these insights, banks can swiftly evaluate and adjust contributions that surpass a specific threshold, possibly indicating bias. That’s something other methods currently cannot achieve. Viaña illustrates this with the banking industry, where concerns have been raised about the potential for bias in lending-approval algorithms.įor example, REZON can host a bank’s existing AI model for credit prediction on its secure platform, where clients receive immediate justifications for AI decisions and can identify possible biases in its reasoning. REZON helps organizations understand the rationale behind AI decisions, promotes transparency to mitigate bias and provides companies with actionable suggestions to obtain the desired outputs.
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Viaña, Darren Baldwin, a Cincinnati-area startup builder, and Waldo Rabie, a Dayton, Ohio-area software engineer, decided to join forces to disrupt an AI field that is lacking supervision and reasoning capabilities.
In his research, he aims to enhance AI transparency and transform the way it’s designed today, as he discussed in his recent TEDx Boston Talk. His research focused on the development of explainable AI and fuzzy logic-based architectures in the Department of Aerospace Engineering (under the supervision of Professor Kelly Cohen), eventually leading him to the Massachusetts Institute of Technology, where he is a postdoc associate at the Kavli Institute of Astrophysics and Space Research. Viaña earned his master and a PhD from the UC College of Engineering and Applied Science. REZON shows the inner reasoning of existing AI so automated decision making is not only efficient but also fair and trustworthy. Javier Viaña is the co-founder of REZON, a platform that brings real-time explainability to AI.
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