Text-to-Audio and Text-to-Music

Posted on January 16, 2024 by decisionmanagementcommunity

Scientist from the Hebrew University of Jerusalem and Meta AI reported the results of their research available as an open-source text-to-music and text-to-audio system. You may listen various generated samples. Link

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What Is Decision Intelligence Technology?

Posted on January 12, 2024 by decisionmanagementcommunity

On Jan 8 Randy McClure published the article “This Is What Decision Intelligence Technology Is And Know What Its Not“: Decision Intelligence (DI) is a groundbreaking technology that can take business decision-making to unparalleled heights. While DI platforms can employ artificial intelligence (AI), there’s so much more to it than just AI. Now, the concept of decision intelligence can be easily confused with other IT jargon. So in this article, I’ll  explain what a DI platform truly is—and what it isn’t. Further, I’ll focus on how DI platforms empower supply chains. Indeed, this is because DI platforms have unlimited potential to improve logistics decision-making and automate decision flows. Moreover, I’ll break down the distinctions between decision intelligence and its counterparts: decision science, expert AI, data science, and business intelligence (BI). Link

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Generative AI Realities: Measuring and Quantifying Business Results

Posted on January 11, 2024 by decisionmanagementcommunity

Gartner’s webinar on Jan 11:

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Combining LLM and Rule Engine

Posted on January 7, 2024 by decisionmanagementcommunity

A few month ago Mario Fusco (Drools project lead) wrote “Combining LLM flexibility and rule engine predictability“: “The power and flexibility that a well-trained Deep Learning model gives you is virtually infinite, but often, at least in some parts of your application, what you need is more confined control to make it adhere to your business domain and rules. Given these premises why not mixing 2 very different and complementary AI branches like deep learning and symbolic reasoning? Moving forward with the mortgage example, this will give us a chance to implement an application with the corporate rigor required by the strict business rules of a bank, but queryable in the most human friendly possible way.” Link

Posted in Artificial Intelligence, Business Rules, LLM, Rule Engines and BRMS | Leave a comment

Niklaus Wirth

Posted on January 5, 2024 by decisionmanagementcommunity

“In a sombre start to the new year, the world of computer science mourns the loss of Niklaus Wirth—a stalwart figure known for his influential contributions to programming languages, methodology, software engineering, and hardware design.” Link

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Will 75% of digital products be obsolete in 3 years?

Posted on January 2, 2024 by decisionmanagementcommunity

Gartner predicts that by 2027, 75% of data, digital or analytics products will be made obsolete, or marketplaces shut down, as “too few ‘customers’ came to use them.” Link

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Solving Decisioning Problems Sequentially over Time

Posted on January 2, 2024 by decisionmanagementcommunity

Prof. Warren Powell wrote: “I recently came to the realization that all the motivating applications of linear programming used by Dantzig were in fact fully sequential (and stochastic). Which means, you do not just solve a single linear program – you have to solve them sequentially over time, where a decision at one point in time affects what you can do the next time you solve it.” A similar dynamic approach is true for various decisioning techniques. Link

Posted in Decision Intelligence, Decision Optimization, Digital Transformation | Leave a comment

Family Riddle

Posted on December 29, 2023 by decisionmanagementcommunity

We decided to bring back a classic family riddle as a Jan-2024 Challenge as it requires some logical thinking. It will be interesting to see what our readers could do with such a problem today when along with traditional decision intelligence tools like rule engines and constraint solvers we have new LLM-based tools (Copilot and ChatGPT). Looking forward to your solutions in 2024! Link

Posted in ChatGPT, Constraint Programming, Decision Intelligence, LLM, Rule Engines and BRMS | Leave a comment

Happy Holiday Season and Joyous New Year!

Posted on December 24, 2023 by decisionmanagementcommunity

Here is a musical greeting from Dr. Alan Fish

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A new family of antibiotics discovered with graph deep learning

Posted on December 22, 2023 by decisionmanagementcommunity

“The discovery of novel structural classes of antibiotics is urgently needed to address the ongoing antibiotic resistance crisis… Our approach enables the deep learning-guided discovery of structural classes of antibiotics and demonstrates that machine learning models in drug discovery can be explainable, providing insights into the chemical substructures that underlie selective antibiotic activity.” Link

Posted in Artificial Intelligence, Machine Learning | Leave a comment