Archive for the ‘Artificial Intelligence’ Category

Arize AI Named to Forbes AI 50 List of Most Promising Artificial Intelligence Companies of 2021 – PRNewswire

BERKELEY, Calif., April 30, 2021 /PRNewswire/ --Arize AI, the leading Machine Learning (ML) Observability company, has been named to the Forbes AI 50, a list of the top private companies using artificial intelligence to transform industries.

The Forbes AI 50 list, in its third year, includes a list of private North American companies using artificial intelligence in ways that are fundamental to their operations, such as machine learning, natural language processing, and computer vision.

Today, companies spend millions of dollars developing and implementing ML models, only to see a myriad of unexpected performance degradation issues arise. Models that don't perform after the code is shipped are painful to troubleshoot and negatively impact business operations and results.

"Arize AI is squarely focused on the last mile of AI: models that are in production and making decisions that can cost businesses millions of dollars a day," said Jason Lopatecki, co-founder and CEO of Arize. "We are excited that the AI 50 panel recognizes the importance of software that can watch, troubleshoot, explain and provide guardrails on AI, as it is deployed into the real world, and views Arize AI as a leader in this category."

In partnership with Sequoia Capital and Meritech Capital, Forbes evaluated hundreds of submissions from the U.S. and Canada. A panel of expert AI judges then reviewed the finalists to hand-pick the 50 most compelling companies.

About Arize AI Arize AI was founded by leaders in the Machine Learning (ML) Infrastructure and analytics space to bring better visibility and performance management over AI. Arize AI built the first ML Observability platform to help make machine learning models work in production. As models move from research to the real world, we provide a real-time platform to monitor, explain and troubleshoot model/data issues.

Media Contact: Krystal Kirkland [emailprotected]

SOURCE Arize AI

Home

More:
Arize AI Named to Forbes AI 50 List of Most Promising Artificial Intelligence Companies of 2021 - PRNewswire

Europe Seeks to Tame Artificial Intelligence with the Worlds First Comprehensive Regulation – JD Supra

In what could be a harbinger of the future regulation of artificial intelligence (AI) in the United States, the European Commission published its recent proposal for regulation of AI systems. The proposal is part of the European Commissions larger European strategy for data, which seeks to defend and promote European values and rights in how we design, make and deploy technology in the economy. To this end, the proposed regulation attempts to address the potential risks that AI systems pose to the health, safety, and fundamental rights of Europeans caused by AI systems.

Under the proposed regulation, AI systems presenting the least risk would be subject to minimal disclosure requirements, while at the other end of the spectrum AI systems that exploit human vulnerabilities and government-administered biometric surveillance systems are prohibited outright except under certain circumstances. In the middle, high-risk AI systems would be subject to detailed compliance reviews. In many cases, such high-risk AI system reviews will be in addition to regulatory reviews that apply under existing EU product regulations (e.g., the EU already requires reviews of the safety and marketing of toys and radio frequency devices such as smart phones, Internet of Things devices, and radios).

Applicability

The proposed AI regulation applies to all providers that market in the EU or put AI systems into service in the EU as well as users of AI systems in the EU. This scope includes governmental authorities located in the EU. The proposed regulation also applies to providers and users of AI systems whose output is used within the EU, even if the producer or user is located outside of the EU. If the proposed AI regulation becomes law, the enterprises that would be most significantly affected by the regulation are those that provide high-risk AI systems not currently subject to detailed compliance reviews under existing EU product regulations, but that would be under the AI regulation.

Scope of AI Covered by the AI Regulation

The term AI system is defined broadly as software that uses any of several identified approaches to generate outputs for a set of human-defined objectives. These approaches cover far more than artificial neural networks and other technologies currently viewed by many as traditional as AI. In fact, the identified approaches cover many types of software that few would likely consider AI, such as statistical approaches and search and optimization methods. Under this definition, the AI regulation would seemingly cover the day-to-day tools of nearly every e-commerce platform, social media platform, advertiser, and other business that rely on such commonplace tools to operate.

This apparent breadth can be assessed in two ways. First, this definition may be intended as a placeholder that will be further refined after the public release. There is undoubtedly no perfect definition for AI system, and by releasing the AI regulation in its current form, lawmakers and interested parties can alter the scope of the definition following public commentary and additional analysis. Second, most AI systems inadvertently caught in the net of this broad definition would likely not fall into the high-risk category of AI systems. In other words, these systems generally do not negatively affect the health and safety or fundamental rights of Europeans, and would only be subject to disclosure obligations similar to the data privacy regulations already applicable to most such systems.

Prohibited AI Systems

The proposed regulation prohibits uses of AI systems for purposes that the EU considers to be unjustifiably harmful. Several categories are directed at private sector actors, including prohibitions on the use of so-called dark patterns through subliminal techniques beyond a persons consciousness, or the exploitation of age, physical or mental vulnerabilities to manipulate behavior that causes physical or psychological harm.

The remaining two areas of prohibition are focused primarily on governmental actions. First, the proposed regulation would prohibit use of AI systems by public authorities to develop social credit systems for determining a persons trustworthiness. Notably, this prohibition has carveouts, as such systems are only prohibited if they result in a detrimental or unfavorable treatment, and even then only if unjustified, disproportionate, or disconnected from the content of the data gathered. Second, indiscriminate surveillance practices by law enforcement that use biometric identification are prohibited in public spaces except in certain exigent circumstances, and with appropriate safeguards on use. These restrictions reflect the EUs larger concerns regarding government overreach in the tracking of its citizens. Military uses are outside the scope of the AI regulation, so this prohibition is essentially limited to law enforcement and civilian government actors.

High-Risk AI Systems

High-risk AI systems receive the most attention in the AI regulation. These are systems that, according to the memorandum accompanying the regulation, pose a significant risk to the health and safety or fundamental rights of persons. This boils down to AI systems that (1) are a regulated product or are used as a safety component for a regulated product like toys, radio equipment, machinery, elevators, automobiles, and aviation, or (2) fall into one of several categories: biometric identification, management of critical infrastructure, education and training, human resources and access to employment, law enforcement, administration of justice and democratic processes, migration and border control management, and systems for determining access to public benefits. The regulation contemplates this latter category evolving over time to include other products and services, some of which may face little product regulation at present. Enterprises that provide these products may be venturing into an unfamiliar and evolving regulatory space.

High-risk AI systems would be subject to extensive requirements, necessitating companies to develop new compliance and monitoring procedures, as well as make changes to products both on the front end and the back end such as:

Transparency Requirements

The regulation would impose transparency and disclosure requirements for certain AI systems regardless of risk. Any AI system that interacts with humans must include disclosures to the user they are interacting with an AI system. The AI regulation provides no further details on this requirement, so a simple notice that an AI system is being used would presumably satisfy this regulation. Most AI systems (as defined in the regulation) would fall outside of the prohibited and high-risk categories, and so would only be subject to this disclosure obligation. For that reason, while the broad definition of AI system captures much more than traditional artificial intelligence techniques, most enterprises will feel minimal impact from being subject to these regulations.

Penalties

The proposed regulation provides for tiered penalties depending on the nature of the violation. Prohibited uses of AI systems (subliminal manipulation, exploitation of vulnerabilities, and development of social credit systems) and prohibited development, testing, and data use practices could result in fines of the higher of either 30,000,000 EUR or 6% of a companys total worldwide annual revenue. Violation of any other requirements or obligations of the proposed regulation could result in fines of the higher of either 20,000,000 EUR or 4% of a companys total worldwide annual revenue. Supplying incorrect, incomplete, or misleading information to certification bodies or national authorities could result in fines of the higher of either 10,000,000 EUR or 2% of a companys total worldwide annual revenue.

Notably, EU government institutions are also subject to fines, with penalties up to 500,000 EUR for engaging in prohibited practices that would result in the highest fines had the violation been committed by a private actor, and fines for all other violations up to 250,000 EUR.

Prospects for Becoming Law

The proposed regulation remains subject to amendment and approval by the European Parliament and potentially the European Council, a process which can take several years. During this long legislative journey, components of the regulation could change significantly, and it may not even become law.

Key Takeaways for U.S. Companies Developing AI Systems

Compliance With Current Laws

Although the proposed AI regulation would mark the most comprehensive regulation of AI to date, stakeholders should be mindful that current U.S. and EU laws already govern some of the conduct it attributes to AI systems. For example, U.S. federal law prohibits unlawful discrimination on the basis of a protected class in numerous scenarios, such as in employment, the provision of public accommodations, and medical treatment. Uses of AI systems that result in unlawful discrimination in these arenas already pose significant legal risk. Similarly, AI systems that affect public safety or are used in an unfair or deceptive manner could be regulated through existing consumer protection laws.

Apart from such generally applicable laws, U.S. laws regulating AI are limited in scope, and focus on disclosures related to AI systems interacting with people or are limited to providing guidance under current law in an industry-specific manner, such as with autonomous vehicles. There is also a movement towards enhanced transparency and disclosure obligations for users when their personal data is processed by AI systems, as discussed further below.

Implications for Laws in the United States

To date, no state or federal laws specifically targeting AI systems have been successfully enacted into law. If the proposed EU AI regulation becomes law, it will undoubtedly influence the development of AI laws in Congress and state legislatures, and potentially globally. This is a trend we saw with the EUs General Data Protection Regulation (GDPR), which has shaped new data privacy laws in California, Virginia, Washington, and several bills before Congress, as well as laws in other countries.

U.S. legislators have so far proposed bills that would regulate AI systems in a specific manner, rather than comprehensively as the EU AI regulation purports to do. In the United States, algorithmic accountability legislation attempts to address concerns about high-risk AI systems similar to those articulated in the EU through self-administered impact assessments and required disclosures, but lacks the EU proposals outright prohibition on certain uses of AI systems, and nuanced analysis of AI systems used by government actors. Other bills would solely regulate government procurement and use of AI systems, for example, California AB-13 and Washington SB-5116, leaving industry free to develop AI systems for private, nongovernmental use. Upcoming privacy laws such as the California Privacy Rights Act (CPRA) and the Virginia Consumer Data Protection Act (CDPA), both effective January 1, 2023, do not attempt to comprehensively regulate AI, instead focusing on disclosure requirements and data subject rights related to profiling and automated decision-making.

Conclusion

Ultimately, the AI regulation (in its current form) will have minimal impact on many enterprises unless they are developing systems in the high-risk category that are not currently regulated products. But some stakeholders may be surprised, and unsatisfied with, the fact that the draft legislation puts relatively few additional restrictions on purely private sector AI systems that are not already subject to regulation. The drafters presumably did so to not overly burden private sector activities. But it is yet to be seen whether any enacted form of the AI regulation would strike that balance in the same way.

[View source.]

See the rest here:
Europe Seeks to Tame Artificial Intelligence with the Worlds First Comprehensive Regulation - JD Supra

Use Of Artificial Intelligence Attracts Legislative And Regulatory Attention In The EU, US, And Israel – Technology – Worldwide – Mondaq News Alerts

30 April 2021

Pearl Cohen Zedek Latzer Baratz

To print this article, all you need is to be registered or login on Mondaq.com.

The European Commission is proposing new legislative rules aimedto promote excellence and trust in the field of ArtificialIntelligence (AI). The new proposal of EU regulation lays down: (a)harmonized rules for the use of artificial intelligence systems inthe EU; (b) prohibitions of certain particularly harmful AIpractices; (c) specific requirements for high-risk AI systems andobligations for operators of such systems; (d) harmonizedtransparency rules for AI systems intended to interact withindividuals, such as emotion recognition systems, biometriccategorization systems, and AI systems used to generate ormanipulate image, audio or video content; and (e) rules on marketmonitoring and surveillance.

The proposal's declared purpose is to lay down a balancedand proportionate regulatory approach between the minimalrequirements to address the risks and problems linked to AI,without unduly constraining or hindering technological developmentor otherwise disproportionately increasing the cost of placing AIsolutions on the market.

Meanwhile, in the United States, the Federal Trade Commissionhas offered business guidance on AI and algorithms, and howcompanies can manage the consumer protection risks of AI andalgorithms. The FTC emphasizes that the use of AI tools should betransparent, explainable, fair, and empirically sound whilefostering accountability. The FTC says that the use of AItechnology to make predictions, recommendations, or decisions hasgreat potential to improve welfare and productivity. However, italso presents risks, such as the potential for unfair ordiscriminatory outcomes or the perpetuation of existingsocioeconomic disparities.

In Israel, the Innovation Authority and the Ministry of Justicehave published a call for public comments and proposals onregulatory restraints and possible regulation in the field of AI,with an emphasis on experimenting and implementing AI systems, suchas decision support systems with or without the involvementof human judgment.

The call seeks feedback from the general public on questionssuch as the nature of desirable AI regulation consideringIsrael's leading position as an R&D hub in the AI field;global regulatory models aimed to advance the AI field; andregulatory gaps between Israel and other countries. Comments can besubmitted by email until May 13, 2021.

CLICK HEREto read the EuropeanCommission's proposed regulation.

CLICK HEREto read the recent FTC guidefor use of AI and algorithms.

CLICK HEREto read the Israeli AI call forpublic comments (in Hebrew).

The content of this article is intended to provide a generalguide to the subject matter. Specialist advice should be soughtabout your specific circumstances.

POPULAR ARTICLES ON: Technology from Worldwide

Sheppard Mullin Richter & Hampton

Utah recently amended its breach notice law to provide certain defenses to companies who suffer a data breach.

Continue reading here:
Use Of Artificial Intelligence Attracts Legislative And Regulatory Attention In The EU, US, And Israel - Technology - Worldwide - Mondaq News Alerts

Artificial intelligence in education today: The art of the possible – FE News

Further Education News

The FE News Channel gives you the latest education news and updates on emerging education strategies and the#FutureofEducation and the #FutureofWork.

Providing trustworthy and positive Further Education news and views since 2003, we are a digital news channel with a mixture of written word articles, podcasts and videos. Our specialisation is providing you with a mixture of the latest education news, our stance is always positive, sector building and sharing different perspectives and views from thought leaders, to provide you with a think tank of new ideas and solutions to bring the education sector together and come up with new innovative solutions and ideas.

FE News publish exclusive peer to peer thought leadership articles from our feature writers, as well as user generated content across our network of over 3000 Newsrooms, offering multiple sources of the latest education news across the Education and Employability sectors.

FE News also broadcast live events, podcasts with leading experts and thought leaders, webinars, video interviews and Further Education news bulletins so you receive the latest developments inSkills Newsand across the Apprenticeship, Further Education and Employability sectors.

Every week FE News has over 200 articles and new pieces of content per week. We are a news channel providing the latest Further Education News, giving insight from multiple sources on the latest education policy developments, latest strategies, through to our thought leaders who provide blue sky thinking strategy, best practice and innovation to help look into the future developments for education and the future of work.

In May 2020, FE News had over 120,000 unique visitors according to Google Analytics and over 200 new pieces of news content every week, from thought leadership articles, to the latest education news via written word, podcasts, video to press releases from across the sector.

We thought it would be helpful to explain how we tier our latest education news content and how you can get involved and understand how you can read the latest daily Further Education news and how we structure our FE Week of content:

Our main features are exclusive and are thought leadership articles and blue sky thinking with experts writing peer to peer news articles about the future of education and the future of work. The focus is solution led thought leadership, sharing best practice, innovation and emerging strategy. These are often articles about the future of education and the future of work, they often then create future education news articles. We limit our main features to a maximum of 20 per week, as they are often about new concepts and new thought processes. Our main features are also exclusive articles responding to the latest education news, maybe an insight from an expert into a policy announcement or response to an education think tank report or a white paper.

FE Voices was originally set up as a section on FE News to give a voice back to the sector. As we now have over 3,000 newsrooms and contributors, FE Voices are usually thought leadership articles, they dont necessarily have to be exclusive, but usually are, they are slightly shorter than Main Features. FE Voices can include more mixed media with the Further Education News articles, such as embedded podcasts and videos. Our sector response articles asking for different comments and opinions to education policy announcements or responding to a report of white paper are usually held in the FE Voices section. If we have a live podcast in an evening or a radio show such as SkillsWorldLive radio show, the next morning we place the FE podcast recording in the FE Voices section.

In sector news we have a blend of content from Press Releases, education resources, reports, education research, white papers from a range of contributors. We have a lot of positive education news articles from colleges, awarding organisations and Apprenticeship Training Providers, press releases from DfE to Think Tanks giving the overview of a report, through to helpful resources to help you with delivering education strategies to your learners and students.

We have a range of education podcasts on FE News, from hour long full production FE podcasts such as SkillsWorldLive in conjunction with the Federation of Awarding Bodies, to weekly podcasts from experts and thought leaders, providing advice and guidance to leaders. FE News also record podcasts at conferences and events, giving you one on one podcasts with education and skills experts on the latest strategies and developments.

We have over 150 education podcasts on FE News, ranging from EdTech podcasts with experts discussing Education 4.0 and how technology is complimenting and transforming education, to podcasts with experts discussing education research, the future of work, how to develop skills systems for jobs of the future to interviews with the Apprenticeship and Skills Minister.

We record our own exclusive FE News podcasts, work in conjunction with sector partners such as FAB to create weekly podcasts and daily education podcasts, through to working with sector leaders creating exclusive education news podcasts.

FE News have over 700 FE Video interviews and have been recording education video interviews with experts for over 12 years. These are usually vox pop video interviews with experts across education and work, discussing blue sky thinking ideas and views about the future of education and work.

FE News has a free events calendar to check out the latest conferences, webinars and events to keep up to date with the latest education news and strategies.

The FE Newsroom is home to your content if you are a FE News contributor. It also help the audience develop relationship with either you as an individual or your organisation as they can click through and box set consume all of your previous thought leadership articles, latest education news press releases, videos and education podcasts.

Do you want to contribute, share your ideas or vision or share a press release?

If you want to write a thought leadership article, share your ideas and vision for the future of education or the future of work, write a press release sharing the latest education news or contribute to a podcast, first of all you need to set up a FE Newsroom login (which is free): once the team have approved your newsroom (all content, newsrooms are all approved by a member of the FE News team- no robots are used in this process!), you can then start adding content (again all articles, videos and podcasts are all approved by the FE News editorial team before they go live on FE News). As all newsrooms and content are approved by the FE News team, there will be a slight delay on the team being able to review and approve content.

RSS Feed Selection Page

Excerpt from:
Artificial intelligence in education today: The art of the possible - FE News

Administration and Congressional Update on Artificial Intelligence in the U.S. – JD Supra

[co-author: Christina Barone]

On April 9, 2021, the Office of Management and Budget (OMB) submitted President Bidens discretionary funding request (the Request) to Congress for Fiscal Year (FY) 2022. The Request lays out the Presidents discretionary funding recommendations across a wide range of policy areas, including a strategy for investing in emerging technology areas, maintaining economic competitiveness and national security and positioning the U.S. to out-compete China. The Request is high-level and did not include proposed legislative text.

The Presidents Request recommends:

On April 21, 2021, a group of bipartisan lawmakers reintroduced the Endless Frontier Act (H.R.2731 and S.1260) to establish a new Directorate for Technology (the Directorate) at the NSF, a regional technology hub program and require a strategy and report on economic security, research, innovation, manufacturing and job creation. The bill would authorize $100 billion over five years for the Directorate to strengthen U.S. leadership in critical technology areas through innovation, research, commercialization and education and ensure that the U.S. maintains its competitive edge in technologies of the future.

The legislation identifies ten initial technology domains for the new NSF Directorate to fund research, including AI and machine learning, semiconductors, quantum computing, advanced communications technology, cybersecurity and synthetic biology.

Additionally, the Directorate is authorized to:

The Endless Frontier Act also establishes a novel Supply Chain Resiliency and Crisis Response Program at the Department of Commerce. The new program would monitor supply chain vulnerabilities and provide investments to diversify supply chains for products critical to national security. Lastly, the bill proposes a $2.4 billion investment to enhance and expand the Manufacturing USA network.

On April 21, 2021, Rep. Maxine Waters (D-CA), Chair of the House Financial Services Committee, renewed the Committees AI Task Force. The Task Force was created during the 116th Congress to ensure the responsible use of emerging and predictive technologies in the financial sector. Rep. Bill Foster (D-IL) will continue leading the Task Forces work to examine whether emerging technologies in the financial services and housing industries serve the needs of consumers, investors, small businesses and the public.

Congress and the Biden-Harris administration continue to take action to ensure the U.S. maintains its global leadership in technologies of the future, including AI. Additional investments and a new approach to accelerate U.S. science and technology developments are beginning to materialize in light of growing concerns that other countries are ready to challenge Americas position on the innovation stage. The Akin Gump cross-practice AI team continues to monitor forthcoming congressional, administrative and private-stakeholder initiatives related to AI.

Read more:
Administration and Congressional Update on Artificial Intelligence in the U.S. - JD Supra