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In this video, I show you how to fine-tune ChatGPT 3.5 Turbo. This newly released fine-tuning feature lets you customize ChatGPT to your exact needs. Plus, I show you the easiest way to generate fine-tuning datasets, which is always the most challenging part of fine-tuning.

Enjoy!

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The complexity and rise of data in healthcare means that artificial intelligence (AI) will increasingly be applied within the field. Several types of AI are already being employed by payers and providers of care, and life sciences companies. The key categories of applications involve diagnosis and treatment recommendations, patient engagement and adherence, and administrative activities. Although there are many instances in which AI can perform healthcare tasks as well or better than humans, implementation factors will prevent large-scale automation of healthcare professional jobs for a considerable period. Ethical issues in the application of AI to healthcare are also discussed.

KEYWORDS: Artificial intelligence, clinical decision support, electronic health record systems.

Artificial intelligence (AI) and related technologies are increasingly prevalent in business and society, and are beginning to be applied to healthcare. These technologies have the potential to transform many aspects of patient care, as well as administrative processes within provider, payer and pharmaceutical organisations.

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A pair of breaches have hit media giant Paramount Global and fashion purveyor Forever 21, exposing personally identifiable information for thousands of people in the latter’s case and setting them up for a raft of follow-on attacks.

In Paramount’s case, the Hollywood bigwig disclosed in a data breach notification letter obtained by media that cyberattackers accessed PII for certain individuals for a month, between May and June of this year. The data included names, birthdates, Social Security numbers, driver’s license numbers, passport numbers, and “information related to [the individual’s] relationship with Paramount.”

It’s unclear if the data pertains to website members, employees, customers, or other profiles — or how many are affected. The data breach notification letter, penned by an operations executive at Nickelodeon Animation Studio, did not elaborate.

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“It’s a time of huge uncertainty,” says Geoffrey Hinton from the living room of his home in London. “Nobody really knows what’s going to happen 
 I’m just sounding the alarm.”

In The Godfather in Conversation, the cognitive psychologist and computer scientist ‘known as the Godfather of AI’ explains why, after a lifetime spent developing a type of artificial intelligence known as deep learning, he is suddenly warning about existential threats to humanity.

A University of Toronto University Professor Emeritus, Hinton explains how neural nets work, the role he and others played in developing them and why the kind of digital intelligence that powers ChatGPT and Google’s PaLM may hold an unexpected advantage over our own. And he lays out his concerns about how the world could lose control of a technology that, paradoxically, also promises to unleash huge benefits – from treating diseases to combatting climate change.

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A new symmetry-based classification could help researchers describe open, many-body quantum systems that display quantum chaos.

The quest for understanding quantum systems of many particles—and the exotic phenomena they display—fascinates theorists and experimentalists alike, but it’s one with many hurdles. The number of the system’s quantum states increases exponentially with size; these states are hard to prepare, probe, and characterize in experiments, and interactions with the environment “open” the system, further increasing the number of states to consider. As a result, open, many-body quantum systems remain a frontier of exploration in physics, for which researchers haven’t developed a systematic theoretical framework. A new study by Kohei Kawabata of Princeton University and colleagues has taken an important step toward developing such a general framework by offering a complete classification of these systems based on symmetry principles [1] (Fig. 1).

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