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Building Trust in AI To Ensure Equitable Solutions

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Your smart phone can feel like a lifeline, helping you navigate a new town or delivering an urgent message to a friend. Many people have a funny or embarrassing anecdote about an autocorrected text message or a roundabout route to a destination. But these artificial intelligence (AI) flaws exist on a spectrum, from minor inconveniences to unfair treatment or even risk to human life. The people who create and use these AI technologies are also imperfect; we have our own biases, whether we are aware of them or not. Unconscious bias can influence our decisions and lead to unintended consequences; overt prejudice can result in our unethical and harmful exploitation of AI technologies.


Aito.ai - Machine Learning in Robot Framework

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Let's say you're working on automatic handling of purchase invoices with Robot Framework, basically making a new pair of hands to take care of the repetitive manual tasks involved. Each invoice is saved as a text or JSON file in a specific folder, but many of them are missing the information for the right product category. Sounds like a job for machine learning. Instead of hacking together a rule engine or relying on constant human intervention, you can insert a brain to guide the RPA hands with the decisions. This template walks you through how to use Aito for predicting the missing category in each file without any rule engines or model training.


Energy's AI director reviewing 600-plus projects for technologies worth replicating - FedScoop

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The Department of Energy's first artificial intelligence director is currently reviewing more than 600 AI projects across its agencies to identify "critical" technologies worth advancing and replicating. Earlier this month, Cheryl Ingstad was named head of DOE's new Artificial Intelligence and Technology Office (AITO), intended to prioritize department resources for AI projects as the coordinating agency. The Trump administration proposed funding AITO at $5 million in fiscal 2021 -- up from $2.5 million the previous fiscal year -- but the office will be tapping into other agencies' funds as well. "They have program and project resources available," Ingstad told FedScoop in an interview. Energy has 17 national laboratories developing and applying AI to power generation, cybersecurity, national security, and accelerating scientific discoveries.


DOE Develops First Five Consortium to Improve Decision Making With AI; Nand Mulchandani, Cheryl Ingstad Quoted - Executive Gov

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The Department of Energy's (DoE) Artificial Intelligence and Technology Office (AITO) has developed the First Five Consortium, which was formed in response to the White House Executive Forum focused on Humanitarian Assistance and Disaster Response, the department reported on Tuesday. "AITO is proud to lead on getting near real-time information into the hands of our First Responders," said Cheryl Ingstad, director of AITO. "This will allow them to save more lives and protect assets and our nation's resources." DoE's First Five Consortium has been co-chaired with Microsoft Corporation, to unify industry, government, non-profit and academia to develop solutions that will improve the impact mitigation of natural disasters within the nation. Microsoft recently established a critical infrastructure team to help advance systems, services, and functions essential to the operation of society and the economy.


Predictive Queries vs Supervised ML Models

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Predictive queries resemble normal database queries with the exception that they provide predictions about the unknown, while the traditional database queries provide facts about the known. Here's an example of the BQL (Bayesian Query Language) query done against BayesLite database:


Aito.ai - Could predictive database queries replace machine learning models?

#artificialintelligence

Predictive queries resemble normal database queries with the exception that they provide predictions about the unknown, while the traditional database queries provide facts about the known. Here's an example of the BQL (Bayesian Query Language) query done against BayesDB/BayesLite database:


Secretary Perry Addresses the National Security Commission on Artificial Intelligence

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Thank you for that introduction, Yll [ILL-ee] (Bajraktari, NSCAI Executive Director) [Bah-j-Rock-Tar-ee]. And let me also thank Representative Stefanik [Steff-ON-ick]…for her leadership and passion for AI's nexus with national security. It is truly an honor to address all of you at the National Security Commission on Artificial Intelligence Conference … on the future of AI and national security. Today's theme is strength through innovation … and that is exactly as it should be. For innovation is the lifeblood of our country… and a vital source for our security.


What They Are Saying: Support For DOE's New Artificial Intelligence and Technology Office

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On Friday, September 6, 2019, Secretary of Energy Rick Perry announced the formal establishment of DOE's Artificial Intelligence and Technology Office. Chief Technology Officer of the United States, Michael Kratsios: "Under Secretary Perry's leadership, the Department of Energy is critical to our Nation's success in the development and application of artificial intelligence. I commend the Secretary for establishing the Artificial Intelligence and Technology Office to coordinate DOE's vast AI efforts and carry out the mission of the Trump Administration's national strategy for American leadership in AI." Representative Bill Foster (D-IL): "Developments in artificial intelligence are at the forefront of technological innovations that are changing our country and our world. The Department of Energy and our world-class national laboratories are leading the way, including in the district I represent, where Argonne National Laboratory is building the world's most advanced supercomputer to power the use of AI for everything from responding to climate change, to fighting cancer, and ensuring our nation's security. DOE's new Artificial Intelligence and Technology Office will play a crucial role in coordinating the work being done in AI and provide support for the researchers across DOE who are on the frontlines of this transformative work. I applaud Secretary Perry for continuing DOE's long history of scientific leadership by establishing this new office, and I look forward to working in Congress to support AITO's work, as well as the continued technological leadership of our national labs."


Daily API RoundUp: MyTelemedicine, ClubHouse, Point API, Aito, Tapkey

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Every day, the ProgrammableWeb team is busy, updating its three primary directories for APIs, clients (language-specific libraries or SDKs for consuming or providing APIs), and source code samples. If you have new APIs, clients, or source code examples to add to ProgrammableWeb's directories, we offer forms (APIs, Clients, Source Code) for submitting them to our API research team. If there's a listing in one of our directories that you'd like to claim as the owner, please contact us at editor@programmableweb.com. Thirteen APIs have been added to the ProgrammableWeb directory in categories including Artificial Intelligence, Machine Learning and Safety. Highlights include an API that determines ideal prices via an algorithm, and an API for physical locks for car sharing services.


The Geopolitics of Artificial Intelligence

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Something stood out of the ordinary during a speech by China's president, Xi Jinping, in January 2018. Behind Xi, on a bookshelf, were two books on artificial intelligence (AI). Why were those books there? Similar to 2015, when Russia "accidentally" aired designs for a new weapon, the placement of the books may not have been an accident. Was China sending a message?