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Can AI Transform Precision Medicine?

#artificialintelligence

Artificial Intelligence (AI) has changed our lives. Improvements in data mining, personal and automotive navigation, cybersecurity, personal entertainment and healthcare are several examples of the impact of AI.[1] Recognizing that technological process can be measured by a review of the patent literature, the USPTO recently examined the patent literature from 1976 through 2018 to gauge the potential impact of AI on technology and innovation.[2] It found a significant increase in patents using or covering AI. Patents containing AI appeared in about 42% of all technology subclasses in 2018 as compared to only 9% in 1976. The study also reported that the percentage of inventor-patentees active in AI started at 1% in 1976 and increased to 25% by 2018. Similar growth was reported for organizations patenting in AI.[3] Precision medicine recognizes that patient subpopulations can be identified who differ in their disease risk, prognosis and response to treatment due to differences in underlying biology and other characteristics.[4]


How the U.S. patent office is keeping up with AI

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Technology keeps creating challenges for intellectual property law. The infamous case of the "monkey selfie" challenged the notion of not just who owns a piece of intellectual property, but what constitutes a "who" in the first place. Last decade's semi-sentient monkey is giving way to a new "who": artificial intelligence. The rapid rise of AI has forced the legal field to ask difficult questions about whether an AI can hold a patent at all, how existing IP and patent laws can address the unique challenges that AI presents, and what challenges remain. The answers to these questions are not trivial; stakeholders have poured billions upon billions of dollars into researching and developing AI technologies and AI-powered products and services across academia, government, and industry.


USPTO releases report on artificial intelligence and intellectual property policy

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The United States Patent and Trademark Office (USPTO) today released a report titled "Public Views on Artificial Intelligence and Intellectual Property Policy." The new report represents the agency's firm commitment to keeping pace with this rapidly changing and critical technology in order to accelerate American innovation. "On February 11, 2019, President Trump signed Executive Order 13859 announcing the American Artificial Intelligence Initiative, our nation's strategy on artificial intelligence," said U.S. Secretary of Commerce Wilbur Ross. "As artificial intelligence technologies continue to advance, the United States will not cede leadership in global innovation. The Department of Commerce recognizes the importance of harnessing American ingenuity to advance and protect our economic security." "The USPTO has long been committed to ensuring our nation maintains its leadership in all areas of innovation, especially in emerging technologies such as artificial intelligence," said Andrei Iancu, Under Secretary of Commerce for Intellectual Property and Director of the USPTO.


Deep Learning on ARM Processors - From Ground Up

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All Arm trademarks featured in this course are registered or unregistered trademarks of Arm Limited (or its subsidiaries) in the US or elsewhere. Welcome to the Deep Learning From Ground Up on ARM Processors course. We are going to embark on a very exciting journey together. We are going to learn how to build deep neural networks from scratch on our microcontrollers. We shall begin by learning the basics of deep learning with practical code showing each of the basic building blocks that end up making a giant deep neural network.


Global Big Data Conference

#artificialintelligence

It's not surprising that we've experienced an explosion in artificial intelligence (AI) patent activity over the past several years. As recently as 2016, the United States Patent & Trademark Office (USPTO) issued less than 1,000 AI-related patents. As this explosion has occurred, so have interesting questions concerning patentability, inventorship, ownership, and disclosure issues. To address these (and other) concerns, the USPTO launched its Artificial Intelligence Initiative in 2019, engaging the innovation community and experts to determine whether AI required any changes to the U.S. Patent system. In response to requests for public comments on these topics, the USPTO received comments from 43 organizations, ranging from domestic and international patent/IP bar associations to companies such as Ford Motor Co. and Merck, and also from 55 individuals.


5 Reasons why your ML system needs to be protected

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We fuel our ambitions with our hard work and persistence every day to make our lives easier and convenient. Spiderman is truly a visionary when he says "with great power, comes great responsibility". Machine Learning is one such power that boosts our convenience from Spotify's suggestions based on our previous playlists to filtering spam and phishing emails. Though ML is an ingenious gift of advanced technology to us, it always remains in the ring succumbed by notorious malware and attacks. Every business develops with the Trust of its customers and investors.


New Microsoft patent reveals human-like chatbots and conversational agents

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A new patent granted to Microsoft by the United States Patent and Trademark Office (USPTO) reveals that the company is working on conversational agents that mirror users' conversational style and/or facial expressions. The patent - Linguistic Style Matching Agent – was granted to Microsoft on September 3, 2020, and credits Daniel J McDuff, Kael R. Rowan, Mary P Czerwinski, Deepali Aneja, and Rens Hoegen as inventors. With advances in speech recognition and generative dialogue models, conversational interfaces like chatbots and virtual agents are becoming increasingly popular. While such natural language interactions have led to an evolution in human-computer interactions, the communication is mostly monotonic and constrained. These conversations, therefore, end up being only transactional and are not very natural.


Should AI 'Beings' Be Allow To Patent Inventions? Lawsuit Aims To Figure It Out

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The United States Patent and Trademark Office recently ruled that only flesh and blood humans can be granted patents, not artificial intelligence beings, thus ensuring that a Skynet scenario will play out (you didn't think I'd talk about AI without a Skynet reference, did you? Not it faces a lawsuit over its decision. What set this in motion is the filing of two patent applications in July of last year by Stephen Thaler, a physicist and AI researcher, on behalf of an AI "creative engine" called DABUS. One of the patents relates to an adjustable food container and the other one has to do with an emergency flashlight. On both applications, Thaler listed DABUS as the inventor.


Sponsor's Content

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MIT SMR Connections is the custom content creation unit within MIT Sloan Management Review. In this Q&A, Michelle K. Lee, vice president of the Amazon Web Services (AWS) Machine Learning Solutions Lab, shares real-world examples of machine learning in action, describes four key implementation challenges, and offers other advice. This conversation has been condensed and edited for clarity, length, and editorial style. Q: Can you provide an overview of how artificial intelligence (AI) and machine learning (ML) are driving digital transformation? Lee: AI and machine learning went from being aspirational technology to mainstream extremely fast.


Courts Shouldn't Stifle Patent Troll Victims' Speech

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In the U.S., we don't expect or allow government officials – including judges--to be speech police. Courts are allowed to restrain speech only in the rarest circumstances, subject to strict limitations. So we were troubled to learn that a judge in Missouri has issued an order stifling the speech of a small company that's chosen to speak out about a patent troll lawsuit that was filed against it. Mycroft AI, a company with nine employees that makes open-source voice technology, published a blog post on February 5 describing how it had been threatened by a patent troll called Voice Tech Corporation. It simply owns patents, which it acquired through more than a decade of one-party argumentation with the U.S. Patent Office.