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Theres a lot of talk about machine learning and large language models, but one related challenge thats just now getting attention is machine unlearning the process of removing data from a trained AI.

Its not simply enough to delete the data. Its a complex problem, as this Google post explains.

Fully erasing the influence of the data requested to be deleted is challenging since, aside from simply deleting it from databases where its stored, it also requires erasing the influence of that data on other artifacts such as trained machine learning models, Google Research Scientists Fabian Pedregosa and Eleni Triantafillou wrote in a June 29 blog post. Moreover, recent research has shown that in some cases it may be possible to infer with high accuracy whether an example was used to train a machine learning model using membership inference attacks (MIAs).

This creates privacy concerns since it indicates that it may be possible to infer that an individuals data trained the model even when its deleted, they added.

To help dress the problem, Google is running a competition that started in mid-July and will continue through September 2023. Theyve also published a starting kit to provide a foundation for participants to build and test their unlearning models on a toy dataset.

The contest is part of the NeurIPS 2023 Competition Track Program, but theres no mention of what the prize will be. Developers can contact unlearning-challenge@googlegroups.com for more information.

The Fresh team plans to release new minor versions of its full-stack JavaScript web framework each month but this months release Fresh 1.3 includes quite a few changes, including expanded and improved documentation, bug fixes and new features.

Among the changes is a merged Get handler and component feature. The two were already highly coupled but required a bit of annoying boilerplate.

To ensure type-safety, youd always have to create an interface for the components props, pass that to the Handlers type as a generic and use that in the component definition. Thats quite a lot of steps! noted frontend developer and Fresh maintainer Marvin Hagemeister. This led to a similar snippet of code needed to pass data between the two. The change is simpler but doesnt require developers to rewrite their routes.

Also, Fresh 1.3 plugins can now inject virtual routes and middleware, which is useful for plugins adding development-specific routes or admin dashboards, he wrote.

Another change: Fresh will now automatically render the _500.tsx template as a fallback when an error is thrown in a route handler.

Previously, Fresh required every island to live in its own file and be exported via a default export. That meant every island file was treated as its own entry point and shipped in a separate JavaScript file to the browser. Fresh 1.3 removes that requirement so that many islands can be exported in a single file.

Theres also support for Deno.serve.

With the recent Deno 1.35.0 release, the Deno.serve API was marked stable, wrote Hagemeister. We followed suit in Fresh and with version 1.3 well use Deno.serve when its available. This new API is not just faster, but also a lot simpler than the previous serve API from std/http.

Website builder Wix plans to introduce a suite of new AI-powered tools, including an automated tool to create websites using natural language prompts.

The tool, called AI Site Generator, will allow users to describe their intent and instantly it will generate a website. However, in an unusual move, Mondays press release did not indicate when these AI capabilities will be available. A request for a timeline by The New Stack had not been answered by the time this post was published.

The tailor-made website is complete with a homepage and all inner pages with text, images, and any business solution including Stores, Bookings, Restaurants, Events and more, the release stated. Users can continue to customize the site and edit based on their needs with integrated AI tools.

Wix is a web hosting solution that competes with the likes of Squarespace, GoDaddy and WordPress.

Other promised tools in the AI suite are:

Currently, Wix offers a number of AI-powered features, such as AI Text Creator, which leverages ChatGPT to create content for particular sections of a site, such as titles, taglines and paragraphs; AI Template Text Creator, which generates the homepage and inner pages of a site after choosing a ready-made template; and AI Domain Generator, which helps users choose a unique domain name.

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Dev News: Google Unlearns, Fresh 1.3 and Wix's AI Plan - The New Stack

Collaboration is a key component of Microsofts success. Our partner ecosystem consists of more than 400,000 partners worldwide, and they play a key role in making new technology available to customers, especially in todays AI-focused world. Microsoft Inspire is a chance to acknowledge the role our partners play in customer success and to share new opportunities and ways to engage with Microsoft products.

To recognize the impressive achievements of our collaborators, we kicked off Microsoft Inspire by celebrating the finalists and winners in the 2023 Microsoft Partner of the Year Awards, which were announced in late June. The awards highlight partner success and innovation in an array of categories, across solution areas, industries, business transformation and social impact.

This years Microsoft Inspire continues our push to make AI a transformative tool for our customers and partners. Were excited to share even more AI-powered solutions and show how Microsoft partners can apply these AI innovations across their organizations in a variety of ways, from expansion of AI skilling to new products and services that drive customer success. Read on for some of the top announcements at this years event.

Introducing Bing Chat Enterprise Since launching the new Bing in February, weve heard from many corporate customers who are excited to empower their organizations with powerful new AI tools but are concerned that their companies data will not be protected. Thats why today were announcing Bing Chat Enterprise, which gives organizations AI-powered chat for work with commercial data protection. What goes in and comes out remains protected, giving commercial customers managed access to better answers, greater efficiency and new ways to be creative.

Bing Chat Enterprise will start rolling out today in preview to organizations licensed for Microsoft 365 E5, E3, Business Premium and Business Standard at no additional cost. We will also make Bing Chat Enterprise available as a stand-alone subscription in the future for $5 per user, per month. Learn more and find out how to get started with Bing Chat Enterprise.

Announcing Microsoft 365 Copilot Pricing Today, were also pleased to announce pricing for Microsoft 365 Copilot. It will be available for $30 per user per month for Microsoft 365 E3, E5, Business Standard and Business Premium customers when generally available.

While some generative AI apps focus on a single capability, like real-time transcription or copywriting, Microsoft 365 Copilot puts thousands of skills at your command. By grounding answers in business data like your documents, emails, calendar, chats, meetings and contacts, and combining them with your working context the meeting youre in now, the emails youve exchanged on a topic, the chats you had last week Copilot delivers richer, more relevant and more actionable responses to your questions.

And, Microsoft 365 Copilot is integrated into the apps millions of people use every day. Copilot jump-starts your creativity in Word, analyzes data in Excel, designs presentations in PowerPoint, triages your Outlook inbox, summarizes meetings in Teams whether you attended or not and so much more.

Empowering sellers and customer service agents with AI Sellers need to have as many options in their toolboxes as possible. So, were adding more functionality to Microsoft Sales Copilot directly within Dynamics 365 Sales, such as AI-generated opportunity summary, contextualized email drafts and meeting preparations. This empowers sellers to improve productivity and close more deals with Customer Relationship Management (CRM) task automation (including Salesforce), actionable real-time insights and AI-assisted content and recommendations to personalize customer interactions at scale. These add to AI capabilities already available in Microsoft Sales Copilot such as Teams calls summaries and email thread summaries. Viva Sales, announced in June 2022, kickstarted our work of transforming seller experiences, and these capabilities are now part of Sales Copilot. Read more about Microsoft Sales Copilot.

At Microsoft Inspire, were also highlighting how customers like Virgin Money are empowering their customer service departments with tailored chatbots built with Copilot in Power Virtual Agents. Within minutes, businesses can train a chatbot using natural language to reference internal and external knowledge sources, customer service applications and web data via Bing Search. Virgin Moneys chatbot addresses more than 195,000 customer interactions a month, helping their service agents focus on more complex customer inquiries.

Process Mining in Power Automate Organizations often have a difficult time identifying blockages in their workflows and how to clear them. To help, Microsoft is announcing the general availability of next-generation AI features within Power Automate Process Mining, providing customers with AI-powered insights to optimize existing processes and drive efficiencies through low-code automation. With Process Mining, users can understand what is happening across their business, use AI that generates insights, app and automation suggestions, anduse Power Platform to quickly build the solutions they need. Learn more about Process Mining in Power Automate.

Azure OpenAI expanded availability Weve been thrilled to see the enthusiasm and business adoption of Azure OpenAI Service, with more than 4,500 customers using the product. Witnessing customers do amazing things, like building chatbots using organizational data, summarizing text and generating content, is exciting to watch develop.

Now, were bringing the service to more organizations around the world. Last week, we expanded access to Azure OpenAI Service, increasing its availability in North America and Western Europe, while making it available for Asia for the first time.

New Azure capabilities and investments We are also going to announce a substantial investment to increase the scale and availability of Azure Migrate & Modernize, and to launch Azure Innovate, an all-new dedicated investment we are making in response to the heightened demands for analytics and AI.These new offerings have expanded scenario coverage and offer richer incentives and support for everything from fast, frictionless migrations to building new AI-powered apps.

Meta and Microsoft partnership Meta and Microsoft have announced support for the Llama family of large language models on Azure and Windows. As part of this announcement, Microsoft will be Metas preferred partner as they release their new version of Llama 2 to commercial customers for the first time. This announcement means that Azure customers will be able to easily fine-tune and deploy the 7B-parameter, 13B-parameter, and 70B-parameter Llama 2 models easily and safely on Azure, In addition, Llama 2 will be optimized to run locally on Windows enabling Windows developers to take advantage of Llama 2 by targeting the Direct ML execution provider through the ONNX runtime. More on this announcement can be found here.

Expanded strategic collaboration with Epic We are excited to highlight an expansion of our strategic collaboration with Epic, a leading healthcare software company, where we are using the power of AI to help clinicians spend less time on administrative functions and more time on providing quality care. Epic has integrated Azure OpenAI Service into its electronic health record (EHR) software to provide multiple solutions, from helping clinicians explore clinical data in a conversational and intuitive way to helping them more efficiently reply to patient messages. And with Nuance DAX Express, we are embedding our AI-powered clinical documentation capabilities directly into Epic workflows to help providers further lessen the administrative workloads that lead to burnout, expand access to care for patients and enhance healthcare outcomes.

Additionally, Epic customers are now utilizing Azure Large Instances to achieve the scale needed to run large Epic EHR databases up to 50 million database accesses per second. This allows Epic customers to scale beyond the previous limits of shared public cloud infrastructure solutions.

The new Microsoft AI Cloud Partner Program In another milestone, Microsoft Inspire marks the launch of the Microsoft AI Cloud Partner Program, the next generation of our partner program, which empowers every partner to deliver customer value while leveraging Microsoft AI and the Microsoft Cloud. Through the Microsoft AI Cloud Partner Program, were providing partners with a comprehensive portfolio of investments for all partner business models, at every stage of maturity.

The Microsoft AI Cloud Partner Program utilizes the entire partner lifecycle, including onboarding, skilling, go-to-market, incentives and co-selling. Partners get the value and benefits of the previous program plus access to new offerings and benefits specific to AI. And there is no action for a partner to take to move to the new program weve moved all existing partners into the new program effective immediately and partners maintain their existing benefits and designations. Read more about the Microsoft AI Cloud Partner Program.

Additional partner updates We have several updates with new opportunities for partners to go-to-market and scale their businesses, including:

We are excited about todays announcements and our commitment to accelerating AI transformation, driving customer success, and fueling partner business growth and profitability. This is just a snapshot of the updates being announced at Microsoft Inspire for a more comprehensive review, please see the additional resources at the end of this post.

And for more information on todays announcements, be sure to register for Microsoft Inspire and tune into the Day 1 keynotes from Satya Nadella, Judson Althoff and Nicole Dezen, or watch them on demand.

Related links:

Join us at Microsoft Inspire

Microsoft 2023 Partner of the Year Awards winners and finalists

Furthering our AI Ambitions Announcing Bing Chat Enterprise and Updates to Microsoft 365 Copilot

Find out how to get started with Bing Chat Enterprise

How Microsoft Sales Copilot will empower sellers and customer service agents

Learn more about Power Mining in Power Automate

New Azure capabilities and investments

Find more out about the Microsoft AI Cloud Partner Program

Tags: AI, Azure, Bing Chat Enterprise, Cloud, healthcare, Microsoft 365 Copilot, Microsoft Inspire, Power Automate

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Microsoft Inspire: Accelerating AI transformation through partnership ... - Microsoft

Microsoft CEO Satya Nadella is guiding the company through one of the most important years in its history. (GeekWire File Photo / Todd Bishop)

This week on the GeekWire Podcast: Microsoft staked its financial claim in the AI gold rush this week, announcing pricing for its upcoming Microsoft 365 Copilot technology: a whopping $30/user per month on top of its existing license fees.

Wall Street loved it. One analyst called it eye popping. Investors sent the companys shares to a new record on the day the news was announced.

The upcoming product, fueled by Microsoft and OpenAI technologies, is designed to integrate with Microsoft productivity apps and work with internal business data, going beyond the capabilities of web-based generative AI technologies.

But will companies see that much value in what Microsoft has to offer? Microsoft 365 Copilot is still in private preview, for now, but the pricing suggests that the company likes what its seeing and hearing from early users.

Its part of a big week that also saw the company clear a major hurdle in its $69 billion Activision-Blizzard acquisition, winning a key court ruling and giving itself an extra three months of breathing room to complete the blockbuster gaming deal.

But behind the scenes, Microsoft is grappling with shaky morale amid ongoing cutbacks, and growing questions about the gap between employee and executive compensation.

Meanwhile, a high-profile U.S. government breach by a Chinese hacking group is raising new questions about the security of Microsoft products, and threatening to undermine a growing source of revenue for the company.

Its shaping up as one of the biggest years in Microsoft history, and this was perhaps the biggest week of the year so far for the company.

Next up: Microsoft will report its quarterly earnings Tuesday.

Stories discussed on this weeks show:

Listen above, or subscribe to GeekWire in Apple Podcasts, Google Podcasts, Spotify or wherever you listen.

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GeekWire Podcast: Microsoft's big bet on the AI economy, and the ... - GeekWire

The documentary series "Goliath" captures the life and times of basketball icon Wilt Chamberlain. (Photo courtesy of SHOWTIME and Religion of Sports)

As actors and writers strike in the entertainment industry in a fight they claim is for their job security and fair wages, there are still films making their anticipated releases. "Goliath" is one of them, and it premiered at the Uninterrupted Film Festival in Hollywood last week, and since then it has been on the hot seat for the use of artificial intelligence.

"Goliath" is a three-part documentary examining the historic life, career and impact of basketball legend Wilt Chamberlain. Controversy has surrounded the documentary due to the use of an AI-created voice of Chamberlain. That has raised questions regarding the ethical integrity of recreating the voice of someone who is deceased.

Directors Christopher Dillon and Rob Ford, and the films production team, went through a tedious process to ensure that they captured Chamberlain authentically. That included getting approval for the use of AI for Chamberlains voice from his family.

The idea [for the film] came from our desire to give Wilt what he wanted in his lifetime, " Dillon said, describing the motivations for the film. But he didn't get it, which is the opportunity to try to correct what he thought were the misconceptions about him.

The directors said the relationship between the family and the film came via Hall of Famer Kevin Garnett, who facilitated the relationship between the Chamberlain family and the filmmakers. Garnett is also a producer of Goliath.

When we first presented the idea to them, they were excited and thought it was super cool, Ford said. From a technological standpoint, and just wow, that sounds interesting. I'm not sure they fully comprehended it, probably neither did we and what that actually meant, until you get into hearing it.

And then on the back end once it was done, and we shared it with them, they loved it. They were very emotionally touched to feel like they were able to reconnect with their 'Uncle Dip,' which is what they called him, or their 'Brother Dip.' And truthfully they had a hard time distinguishing the AI voice from his real voice when they were watching the movie, straight through whether it's archive or it's AI, which for us, that's like a great testament to how well done it is if the actual family can't separate because they know him and his voice.

The production team partnered with a Ukrainian company, Respeecher, to produce the AI voice for Chamberlain. The voice heard in the film started with a voice actor, who was recorded reading excerpts from Chamberlains journals. With the actors voice along with archival audio footage of Chamberlain and quotes from his journals, Respeecher recreated the voice.

Dillon and Ford emphasized that the actor's voice is essential as he is the one who produces the emotion, cadence and tone of the voice heard in the film. That was important considering Chamberlain had a speech impediment.

We wanted Wilt to be present," Dillon said. And surprisingly for someone as famous as he is, because of when he lived, there just isn't a ton of footage of him talking about these things. And there were no audiobooks or anything like that. So we selected quotes that he wrote or that he was quoted as saying in periodicals or newspapers that we felt were the appropriate commentary on the story that we were telling. And we casted a voice actor to read them.

Respeecher has also partnered with Disney to produce AI-generated voices for some of the Star Wars spinoff series, most notably recreating the iconic voice of James Earl Jones as Darth Vader.

Due to the current labor strike in the entertainment industry, AI has been a hot topic, notably as a threat to take away jobs from people. Ford said that has contributed to the pushback they have received in regard to the AI prominence in Goliath.

Like anything in life, you know, technology continues to advance and create new opportunities to do funny, unique, cool, interesting things, Ford said. I think it's just about how you do it and making sure, case by case, that people are compensated if that is a scenario that's relative to that situation, or are credited appropriately, or asked for approval and support, if someone's voice is going to be used.

For us, it's very different because writers are striking in the sense of these are people who are alive, who have celebrity and name and voice recognition who don't want their stuff to be appropriated, whereas Wilt is deceased. We didn't even have an option from inception to interview him, which would have been our first option, if we could have interviewed him, and this would not be an issue.

Dillon has reservations about the future of AI, but feels differently in the way it was used in the film.

In retrospect, I wish that we had leaned into our disclaimer, just making it very clear that there's an actor involved here because I think people are in some of the reviews projecting onto it. That it was all generated by a computer and therefore, it sounds robotic to them, but it's like, actually, no, that's a human being saying those words. And that is, in a way, someone's, like, sort of cognitive bias coming in, in part because they dont know how we did it.

Though the film has faced criticism, Ford and Dillon are confident that they handled the use of AI the right way, and once the labor strife is resolved, the project will be appreciated.

I think folks will embrace it. Five, 10 years from now we look back, it'll probably just feel commonplace and normal, in the space of these types of projects, in my opinion.

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Directors of Wilt Chamberlain documentary 'Goliath' defend use of AI in recreating legend's voice - Yahoo Sports

Quinn told attendees that Stoll has been a mentor and friend for many years and that the award represents Stolls role as the patriarch of the first family of IP and a flame in the heart of the IP community.

Renee and Gene Quinn with IPWatchdog Masters Hall of Fame Inductee, Bob Stoll (center)

IPWatchdog held its first annual Patent Prosecution and Portfolio Management Masters Program Tuesday, June 20, to Wednesday, June 21, covering cutting-edge developments that impact the ability to get enforceable patent applications through the U.S. Patent and Trademark Office (USPTO), such as the recent ruling in Amgen v. Sanofi, the implications of artificial intelligence (AI) for patenting, and ethics pitfalls practitioners may face as a result of AI use.

The program also featured the latest inductions into the IPWatchdog Masters Hall of Fame; IPWatchdog Founder and CEO Gene Quinn presented Bob Stoll, former USPTO Commissioner for Patents and currently Partner and Co-Chair of the IP Group at Faegre Drinker Biddle & Reath, with an award, and also recognized the late Q. Todd Dickinson, who served as USPTO Director from 1999 to 2001.

Stoll also participated in the Masters program on Tuesday, serving as moderator for a panel titled The Good, The Bad, and the Ugly: Tips and Strategies for Building a Strong Patent Portfolio, where panelists discussed some of the traps patent attorneys fall into with respect to sloppy prosecution. Commenting on the mistakes he often sees when hes handed applications that have been worked on previously, he said prosecution mistakes are made on all sides, but it doesnt have to be all bad or all ugly. Sometimes the examiners are at fault, sometimes the applicants are. I think if we all tried to do the best work we can, wed have a better patent system, Stoll said.

Bob Bahr (left), Drew Hirshfeld and John White (far right)

Another panel featured recently retired Commissioner for Patents Drew Hirshfeld, who participated in a session titled, Practical Tips for Increasing Patent Allowance Rates, where panelists discussed in part the ins and outs of examiner interviews and interview summaries. Some of the panelists and audience members expressed frustration that examiners often refuse interviews and they disagreed on how to deal with that problem. While some said going to a Supervisory Patent Examiner (SPE) or using the USPTOs Patent Ombuds Office was the right move, others said going around an examiner would only result in resentment and ultimate rejection.

Once an interview has been conducted, the interview summary that gets filed as part of the record becomes key. Hirshfeld said he has seen some interview summaries that make you shudder, both from attorneys and examiners. The struggle often comes from the fact that the Office would like the interview summary to be accurate, while practitioners might want to gloss over certain points that were covered. Though he made it clear he wasnt speaking for the Office anymore, Hirshfeld said, From the Offices perspective I think the right interview is the accurate interview. From a practitioners standpoint, you may or may not want everything that was said in there.

In a panel following Hirshfelds, titled Patent Robustness After Amgen: Drafting Specifications to Satisfy the 112 Requirements of Tomorrow, current USPTO Deputy Commissioner for Patents, Robert Bahr, said that if an examiner is being unreasonable about the interview process, you really should talk to the SPE or the group director. They do want to help, and if no one ever complains everyone thinks everythings hunky dory.

But Bahrs fellow panelist, Dan Evans, of Merchant & Gould, wasnt convinced. When you start going around examiners, my experience is it comes back to bite you in the patoot, Evans said.

Overall, while the panelists said Amgen has implications for means-plus-function claiming, the consensus was that not much has changed post-Amgen because such claims have always been questionable to begin with.

Two panels on Wednesday tackled the role of AI in prosecution, including one on the ethical implications for practitioners with respect to the use of AI in the invention process, as well as the many other issues that may arise, and another panel on The Challenges of Drafting and Prosecuting AI Patents.

I would hope to have a conversation with every client about every instance of use of AI that involves their confidential data, said Jeffrey Cobia of Schwegman Lundberg & Woessner, a panelist who took part in the ethics session.

Renee Quinn presents the illustrated portrait of Q. Todd Dickinson during his posthumous induction into the IPWatchdog Masters Hall of Fame.

Upon awarding Stoll with a trophy in the shape of a flame, Quinn told attendees that Stoll has been a mentor and friend for many years and that the award represents Stolls role as the patriarch of the first family of IP and a flame in the heart of the IP community.

Dickinson passed away in May of 2020; in an article commemorating his legacy, Quinn said that Dickinson was a great man who, through his many accomplishments, did much domestically and internationally within the intellectual property world [and] one of my best, truest friends.

Videos of the panels from this weeks program will be made available in the coming weeks.

The IPWatchdog Wall of Fame

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AI, Amgen, Ethics and Awards: Inaugural IPWatchdog Program ... - IPWatchdog.com