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Theyre Printing TrillionsCrypto Now Braced For A $20 Trillion Black Swan After Bitcoin, Ethereum, BNB, XRP, Cardano, Dogecoin, Polygon And Solana…

05/1 update below. This post was originally published on April 29

BitcoinBTC, ethereum and other major cryptocurrencies have rocketed higher so far this year (despite a stark warning that China, Joe Biden and the Federal Reserve could "destroy all value of bitcoin").

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The bitcoin price has doubled from its late 2022 lows to around $30,000 per bitcoin while ethereum and other top ten cryptocurrencies BNBBNB, XRPXRP, cardano, dogecoin, polygon and solana have added a combined $200 billion to the crypto marketfueling hopes "crypto winter" could finally be over.

Now, technology investor Balaji Srinivasan has explained the rationale behind his $1 million bitcoin price bet, telling a bitcoin and crypto conference that he's "burning a million to tell you they're printing trillions."

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Srinivasan, an early bitcoin investor and former chief technology officer at crypto exchange Coinbase, made headlines in March when he predicted the U.S. dollar would enter a hyperinflationary death spiral and the bitcoin price would climb to $1 million by June 16an increase of over 3,000% from its current level that would give bitcoin a market capitalization of around $20 trillion.

However, he's now dialed that back but remains highly skeptical of the U.S. financial system due to the proliferation of money printing by the government to prop up fragile banks, calling his bet a "directional signal" to "raise awareness of the fiat crisis."

05/1 update: Srinivasan has denied he's "backtracking" on this bitcoin bet, posting to Twitter: "I said 10% chance fiat crisis happens in months, 70% chance in years, 19% chance in decades, 1% in centuries. But 10% is very high, and worth drawing attention to. Others also believe the probability of sovereign default is at all time highs."

The U.S. government is currently approaching a debt ceiling, with the deadline to raise the $31.4 trillion limit fast approaching and causing concern for investors.

Srinivasan also said he'd give an update to his bet "soon," adding: "Markets also put the probability of U.S. sovereign default at all time highs. And that's just debt-ceiling-driven explicit default. Doesn't include all the routes to monetizing debt."

"I dont know how many monthsyearswe have," Balaji said during Coindesk's Consensus conference this week. "If you think like a trader, you think that too early is the same as being wrong. If you think like a prepper, hell is truth seen too late."

Just to quantify it, I think we have a 10% chance of a very serious issue in months, 70% in years, 19% in decades, and 1% it takes a century or so on," Balaji said, referring to a so-called "black swan"-style event. "Could it be that it takes 900 days or even 90 months? It's possible, I don't have a 100% probability on it. I may be wrong, but I'm burning a million to tell you they're printing trillions."

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This week, the banking crisis that saw the demise of Silicon Valley Bank, Credit Suisse and crypto-friendly banks Signature and Silvergate earlier this year has hit San Francisco-based First Republic.

Government officials and agencies are in talks to rescue First Republic after it suffered $100 billion of outflows and its share price crashed by 98% this year while interest ratesthat have rocketed at a historical pace over the last 12 monthshave heavily weighed on the value of the bank's mortgage book and other assets.

"Trust the Fed, end up dead," Balaji added. "Fed lied, banks died."

Fresh concerns swirling around the U.S. banking system have pushed the bitcoin price higher this week, reflecting a similar bitcoin, ethereum, BNB, XRP, polygon, dogecoin and solana price boom earlier this year during the Silicon Valley Bank banking crisis.

"The revelation of First Republic Banks fragile business condition has fueled bitcoins rally through $29,000, however, the price was rejected at the $30,000 psychological level on Wednesday and has been struggling to break past that level ever since," Yuya Hasegawa, bitcoin and crypto market analyst at Toky0-based Bitbank, said in an emailed note.

I am a journalist with significant experience covering technology, finance, economics, and business around the world. As the founding editor of Verdict.co.uk I reported on how technology is changing business, political trends, and the latest culture and lifestyle. I have covered the rise of bitcoin and cryptocurrency since 2012 and have charted its emergence as a niche technology into the greatest threat to the established financial system the world has ever seen and the most important new technology since the internet itself. I have worked and written for CityAM, the Financial Times, and the New Statesman, amongst others. Follow me on Twitter @billybambrough or email me on billyATbillybambrough.com.Disclosure: I occasionally hold some small amount of bitcoin and other cryptocurrencies.

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Theyre Printing TrillionsCrypto Now Braced For A $20 Trillion Black Swan After Bitcoin, Ethereum, BNB, XRP, Cardano, Dogecoin, Polygon And Solana...

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Cardano bulls struggle to push ADA higher despite developments in Ethereum-killer token – FXStreet

Cardano blockchains on-chain activity is on the rise. Despite a spike in daily active addresses and high transaction volume, ADA bulls are struggling to fuel the assets recovery.

There is a significant decline in whale holdings of the Ethereum-killer token, signaling a shift in sentiment among large wallet investors.

Also read: Bitcoin traders watch US Feds interest rate decision to plot likely return to $30,000

Djed Alliance announced the new deployment of the stablecoin on the Ethereum-compatible sidechain of Cardano. Milkomeda-C1. The development could act as a catalyst for the Ethereum-killer tokens recovery.

Cardanos builders at Input Output Global announced the progress in the development of Hydra, Cardanos Layer-2 scalability solution. The team is gearing up for the 0.10.0 release and resolving challenges in the test suites. These developments can act as bullish catalysts for Cardano in the long-term, driving the assets recovery.

Large wallet investors on the Cardano network have shed more than 2 billion ADA tokens since April 19, based on data from crypto intelligence tracker Santiment. There is a steep decline in whale wallet holdings of ADA, and this implies a shift in sentiment among holders.

Cardano whale wallet ADA holdings decline

Typically, a decline in the asset held by large wallet investors is bearish for the altcoin. Whales in all three segments together shed more than 2 billion ADA worth upwards of 773 million.

Interestingly, other on-chain metrics like the count of daily active addresses on the ADA network and the transaction volume have continued to increase, despite the shifting whale activity.

Based on data from Santiment, the number of daily active addresses on the Ethereum-killer blockchain, and the transaction volume have maintained their consistency, despite shifting allegiances seen in whales.

Cardano on-chain activity

The on-chain activity in the chart above signals the last spike in transaction volume was seen on April 27, since then there has been consistency in trade volume on ADA. Similarly, daily active address count is nearly the same level as seen throughout April 2023. ADA holders are active on the Cardano blockchain, awaiting a recovery in the assets price.

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As Ethereum price dips, we explore the next big Crypto – Cyprus Mail

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As Ethereum price dips, we explore the next big Crypto - Cyprus Mail

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3 Best Cryptos to Buy Now as Bitcoin and Ethereum Hit New Highs – InvestorPlace

Cryptocurrencies have been gaining popularity in recent years. With Bitcoin (BTC-USD) and Ethereum (ETH-USD) hitting new highs, investors are increasingly interested in identifying the best cryptos to buy. The sentiment sharply contrasts with 2022, when the crypto market experienced a steep decline. However, it now looks like crypto winter might soon be over.

Notably, the New York-based investment bank H.C. Wainwright has bestowed a buy rating on Coinbase (NASDAQ:COIN), the largest cryptocurrency exchange in the U.S. The rating comes despite the recent high degree of regulations imposed on the industry.

According to the bank, the company is in a great position to gain from the explosive growth of the worldwide digital asset economy as the slump period known as the crypto winter concludes.

The investment banks view is shared by other key players in the industry, as evidenced by a report from Standard Chartered analyst Geoff Kendrick on Monday.

According to Kendrick, the recent failures of mid-sized financial institutions in the U.S., such as Silicon Valley Bank (OTCMKTS:SIVBQ), are helping to make the case for Bitcoin.

In addition, he refers to the stabilization of risk assets and rumors of further monetary easing by the Federal Reserve, potentially paving the way for Bitcoin to reach the $100,000 mark.

However, cryptocurrencies are daunting, especially for those new to the space. Despite the recent positive momentum, not everyone is comfortable with trading cryptos. With so many digital assets, knowing which ones to buy cannot be easy.

That is where this list comes in handy.

And once you are done with this list, please check out these two articles. They offer more advice from my side for those looking to navigate the tricky waters of crypto. Once you finish those, check out this more expansive list from my colleague Josh.

Happy investing!

Source: Stanslavs / Shutterstock

Charles Hoskinson, a co-founder of Ethereum, established Cardano (ADA-USD) as a proof-of-stake blockchain in 2017. The blockchain prioritizes energy efficiency and is a developer-friendly ecosystem for decentralized applications (dapps).

Cardanos Ouroboros proof-of-stake algorithm gives more mining power based on coin ownership. POS is a less risky alternative to proof-of-work. Cardano aims to improve upon Bitcoin and Ethereum, addressing issues like POW.

Regarded as one of the most sophisticated blockchains, Cardano can handle up to a million transactions per second due to its speed and technological advancements.

Cardano can be understood by breaking it down into layers. Transactions have two components: sending tokens and the conditions. The settlement layer allows sending and receiving ADA coins. The computation layer enables creating and entering smart contracts.

Due to energy efficiency, Cardanos smaller footprint is appealing to investors for faster and cheaper transactions. In 2021, a hard fork enabled smart contract deployment, and a Vasil hard fork in September 2022 aims to improve scalability.

AdaSwap, a Cardano platform for decentralized finance apps, recently launched a test version. AdaSwap could enhance Cardanos Web3 network status and increase its coin value.

According to CoinDesk data, ADA, the native token for Cardano, is up almost 66% this year. As crypto winter fades into the background, the time to take advantage is now.

Source: Zeedign.com / Shutterstock.com

Polkadot (DOT-USD) is a blockchain interoperability protocol. It connects different chains, exchanges data, and processes transactions for parachains securely. Polkadots security also enables developers to create their blockchains.

Ethereums core founder Gavin Wood created Polkadot with a constantly circulating token supply. Polkadot is a rising cryptocurrency, threatening high-ranking coins like Ethereum and gaining popularity. Despite this, Bitcoin remains at the top of the list.

Polkadots native token operates on its blockchain, storing data like a permanent, uneditable record. The blockchain ensures transparency and decentralization, making it more secure than a single bank or entitys control.

Polkadot is seen as a progression for blockchain technology, with scalability and growth potential.

Developers released a roadmap for scalability, parachain development, cross-chain communication, and more, boosting growth and value.

Polkadots interactivity attracts investors with the ability to link and create blockchains. Developers interest catches investors attention.

Bitcoin and Ethereums value requires buying fractions of coins, while Polkadot at under $6 is more affordable and enticing.

Source: Stanslavs / Shutterstock.com

Chainlink (LINK-USD) is a decentralized oracle network that provides input on external data sources. Smart contracts help it respond to input, which Bitcoin and older blockchains struggle with.

Chainlink launched on Ethereum but is blockchain agnostic, able to work with other blockchains. Its role in the real-world implementation of blockchain tech is significant.

The blockchain is secure for transactions but cant take input from off-chain sources. Decentralized oracles, like Chainlink, can provide smart contract input from off-chain data like fiat currencies, weather, and sports scores.

Smart contracts respond to input. Bitcoin processes a limited range of input, while Ethereum supports programmable smart contracts.

Similar to Bitcoin and Ethereum, Chainlinks native token LINK is utilized to fund project growth and serves as an incentive for users to participate in mining.

The LINK token was introduced in 2017 and remained below $1 until 2019. Subsequently, the price increased from under $2 in 2020 to $36 in February 2021. Nevertheless, the value of LINK has since declined from its peak and has yet to recover to that level.

On the bright side, the recent price momentum is solid. The LINK token has been up almost 30% since the start of the year. Despite the increase, the token still trades at an affordable price point for you to jump on.

On the publication date, Faizan Farooque did not hold (directly or indirectly) any positions in the securities mentioned in this article. The opinions expressed in this article are those of the writer, subject to the InvestorPlace.comPublishing Guidelines.

Faizan Farooque is a contributing author for InvestorPlace.com and numerous other financial sites. Faizan has several years of experience in analyzing the stock market and was a former data journalist at S&P Global Market Intelligence. His passion is to help the average investor make more informed decisions regarding their portfolio.

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The Atmospheric Rise of Cloud Computing – Visual Capitalist

The Atmospheric Rise of Cloud Computing

From the dawn of civilization right up until 2003, human beings generated 5 exabytes of stored information. Now this is created every two days.

And by 2025, half of all the worlds data will be found on the cloud, allowing people to save, control, and work with it remotely or in any other setting.

In the infographic above, sponsored by Scottish Mortgage Investment Trust, we dive into everything you need to know about the atmospheric rise of cloud computing.

Many types of data, from text files, images, and videos to large archives and applications data, are stored on the cloud.

Today, the average employee uses 36 cloud-based services daily, and corporations as a whole store about 60% of their data on the cloud.

Different cloud storage services have been created based on this growing demand. Consequently, there are four main cloud storage systems according to Spiceworks:

Cloud storage systems require physical infrastructure, and the primary types are:

Individuals and organisations can increase flexibility and responsiveness when analysing data by using data warehouses processing power and data lakes storage size, both of which are becoming larger and more powerful each year.

Despite the global cloud storage market being just one segment of the overall cloud computing market, it is expected to reach over $376 billion with a compound annual growth rate (CAGR) of 24%.

The fastest-growing regions for the cloud storage market are the Middle East and Africa. Moreover, the fastest-growing segment is backup and disaster recovery.

The fast expansion of cloud computing as a whole is expected to catapult the market to a staggering $947.3 billion by 2026almost double what it was in 2022.

Cloud computing and cloud storage are often used interchangeably but are not the same. Cloud computing provides processing power made available over the cloud to do computational tasks, e.g. Amazon Web Services, and Google Cloud.

However, cloud storage provides data storage capacity available over the cloud, e.g. Google Drive, Microsoft OneDrive, and Dropbox.

By 2026, 45% of all IT spending is anticipated to be allocated toward innovative cloud development and management firms.

Investing in companies like Databricks and those providing modern cloud systems, such as Snowflake, will be key to driving progress and innovation in the future.

Scottish Mortgage gives exposure to these and other pioneers of progress. In the next part of this Pioneers of Progress Series, we dive into the synthetic biology market.

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Google Launches Biggest Cloud Migration Program Ever: 6 Key Things To Know – CRN

Cloud News Mark Haranas May 03, 2023, 09:00 AM EDT

Google Clouds new Rapid Migration Program combines Google products, resources and best practices with channel partners own cloud migration offerings aimed at accelerating cloud migrations faster than ever before. Here are six things every Google Cloud partner needs to know about RaMP.

Google Cloud is making its biggest investment ever to accelerate cloud migrations by launching a new Rapid Migration Program (RaMP) that unleashes all of Googles products, programs and engagement models into a unified program aimed at accelerating cloud migrations 10 times faster.

Were going to bring everything into one motion with RaMP, which is our biggest investment and focus area for accelerating cloud migrations to date, said Stephen Orban, Google Clouds vice president of migrations, in an interview with CRN.

Were working very closely with partners to align our best practices with their approach, with a goal of 10Xing how quickly and reliably our customers are able to migrate so they can see faster value of moving to the cloud and fund more of those new initiatives, Orban said.

[Related: Google Vs. Amazon Vs. Microsoft: Q1 Cloud Earnings Face-Off]

Googles New RaMP Program

Even as the nearly $30 billion Google Cloud grows cloud sales faster than its competitors, the Mountain View, Calif.-based company believes theres still a significant lack of overall cloud migration in the industry.

Despite cloud momentum, Orban said although many customers he speaks with have goals of moving 75 percent to 100 percent of workloads to the cloud over the next several years, theyre still only about 5 percent to 10 percent of the way there.

If we can help customers migrate faster, and drive 10X the acceleration and the value that they get from moving to the cloud by migrating and modernizing their legacy estates to Google, well be able to help them fund more of the new projects to help them transform their customer experience, said Orban.

RaMP is aimed at creating a successful migration and cloud operating model with best practices supported by channel partners, particularly systems integrators.

The program will include a new RaMP Deck that closely tracks large-scale migrations. RaMP also includes Google products such as StratoZone to discover and assess workloads to migrate. It also includes Database Migration Service, Storage Transfer Service and Migrate to Virtual Machine Service, which lifts and shifts servers, to name a few. On the partner front, Google Cloud Migration Specialization partners are being on-boarded Wednesday into the program with greater incentives and resources available.

In an interview with CRN, Orban breaks down six keys Google Cloud channel partners and customers need to know about the new cloud migration program, which is a priority for the company.

Mark Haranas is an assistant news editor and longtime journalist now covering cloud, multicloud, software, SaaS and channel partners at CRN. He speaks with world-renown CEOs and IT experts as well as covering breaking news and live events while also managing several CRN reporters. He can be reached at mharanas@thechannelcompany.com.

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AWS might have just fixed the worst thing about managing all your cloud services – TechRadar

Managing your Amazon Web Services (AWS) accounts has just gotten a lot easier with the launch of a new notification center inside the dashboard.

The so-called AWS User Notifications is designed to centralize all the notifications admins would typically receive from its cloud-based services to make it easier to manage accounts, regions, and services.

The announcement covers the amalgamation of more than 100 AWS services - like Amazon Simple Storage Service (Amazon S3) objects events, Amazon Elastic Compute Cloud (Amazon EC2) instance state changes, AWS Health Dashboard events, Amazon CloudWatch alarms, or AWS Support case updates - as the creation of a consistent, human-friendly format.

As well as their new home, users can choose to check up on changes and other news using the bell icon in the AWS Management Console.

From launch, Amazon has taken steps to make managing notifications less tiresome, with filtering to rule out certain services. The summaries are designed to be quickly readable, but each notification will have its own deep link to the relevant console resource pages to help admins inspect potential issues more smoothly.

Promising to be a powerful and insightful tool, users will first have to create custom alerts by defining which events should generate notifications and implementing other rules such as frequency.

AWS users will also be able to configure notifications in chat clients such as Slack to align with their existing technology infrastructure.

AWS User Notifications are available to use in the following regions:

US East (Ohio), US East (N. Virginia), US West (N. California), US West (Oregon), Asia Pacific (Mumbai), Asia Pacific (Osaka), Asia Pacific (Seoul), Asia Pacific (Singapore), Asia Pacific (Sydney), Asia Pacific (Tokyo), Canada (Central), Europe (Frankfurt), Europe (Ireland), Europe (London), Europe (Paris), Europe (Stockholm), and South America (So Paulo).

Other regions added after March 2019 will need to have them enabled in their accounts. Full details of the availability and features can be found in the companys announcement (opens in new tab).

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Cloud Storage Technology Market is Set To Fly High in Years to … – Digital Journal

PRESS RELEASE

Published May 5, 2023

Advance Market Analytics published a new research publication on Global Cloud Storage Technology Market Insights, to 2028 with 232 pages and enriched with self-explained Tables and charts in presentable format. In the study, you will find new evolving Trends, Drivers, Restraints, Opportunities generated by targeting market-associated stakeholders. The growth of the Cloud Storage Technology market was mainly driven by the increasing R&D spending across the world.

Major players profiled in the study are:

AWS (United States), IBM (United States), Microsoft (United States), Google (United States), Oracle (United States), HPE (United States), Dell EMC (United States), VMware (United States), Rackspace (United States), Dropbox (United States)

Get Free Exclusive PDF Sample Copy of This Research @ https://www.advancemarketanalytics.com/sample-report/118407-global-cloud-storage-technology-market#utm_source=DigitalJournalVinay

Scope of the Report of Cloud Storage Technology

The cloud storage technology market is expected to witness high growth in the forecasted year due to the growing need for an advanced storage solution. The cloud storage technology term basically implies the storage of data online in the cloud network. It is a service model in which data is automatically maintained, managed and backed up remotely. In addition, several industry verticals such as BFSI, retail, healthcare, and public sector with a large customer base tend to store critical business information of stakeholders in cloud storage, owing to data privacy and client information, which in turn augment the global cloud storage technology market growth.

On 23rd August 2019, IBM has announced that it will begin to provide, what the industry would call, quantum-safe cryptography services on the IBM public cloud in 2020 and is now offering a Quantum Risk Assessment from IBM Security to help customers assess their risk in the quantum world. Additionally, IBM cryptographers have prototyped the worlds first quantum computing safe enterprise-class tape, an important step before commercialization.

The Global Cloud Storage Technology Market segments and Market Data Break Down are illuminated below:

by Type (Public Cloud, Private Cloud, Hybrid Cloud, Community Cloud), Services (Infrastructure as a service, Cloud bursting, Multi tenant computing, Resource pooling, Platform as a service, Software as a service), Industry Vertical (Banking, Financial Services, and Insurance (BFSI), Healthcare and life sciences, Telecommunications and Information Technology-enabled Services (ITES), Government and public sector, Manufacturing, Consumer goods and retail, Media and entertainment, Others), Organization Size (Large enterprises, Small and Medium-sized Enterprises (SMEs))

Market Opportunities:

Market Drivers:

Market Trend:

What can be explored with the Cloud Storage Technology Market Study?

Region Included are: North America, Europe, Asia Pacific, Oceania, South America, Middle East & Africa

Country Level Break-Up: United States, Canada, Mexico, Brazil, Argentina, Colombia, Chile, South Africa, Nigeria, Tunisia, Morocco, Germany, United Kingdom (UK), the Netherlands, Spain, Italy, Belgium, Austria, Turkey, Russia, France, Poland, Israel, United Arab Emirates, Qatar, Saudi Arabia, China, Japan, Taiwan, South Korea, Singapore, India, Australia and New Zealand etc.

Have Any Questions Regarding Global Cloud Storage Technology Market Report, Ask Our [emailprotected] https://www.advancemarketanalytics.com/enquiry-before-buy/118407-global-cloud-storage-technology-market#utm_source=DigitalJournalVinay

Strategic Points Covered in Table of Content of Global Cloud Storage Technology Market:

Chapter 1: Introduction, market driving force product Objective of Study and Research Scope the Cloud Storage Technology market

Chapter 2: Exclusive Summary the basic information of the Cloud Storage Technology Market.

Chapter 3: Displaying the Market Dynamics- Drivers, Trends and Challenges & Opportunities of the Cloud Storage Technology

Chapter 4: Presenting the Cloud Storage Technology Market Factor Analysis, Porters Five Forces, Supply/Value Chain, PESTEL analysis, Market Entropy, Patent/Trademark Analysis.

Chapter 5: Displaying the by Type, End User and Region/Country 2017-2022

Chapter 6: Evaluating the leading manufacturers of the Cloud Storage Technology market which consists of its Competitive Landscape, Peer Group Analysis, BCG Matrix & Company Profile

Chapter 7: To evaluate the market by segments, by countries and by Manufacturers/Company with revenue share and sales by key countries in these various regions (2023-2028)

Chapter 8 & 9: Displaying the Appendix, Methodology and Data Source

Finally, Cloud Storage Technology Market is a valuable source of guidance for individuals and companies.

Read Detailed Index of full Research Study at @ https://www.advancemarketanalytics.com/buy-now?format=1&report=118407#utm_source=DigitalJournalVinay

Thanks for reading this article; you can also get individual chapter wise section or region wise report version like North America, Middle East, Africa, Europe or LATAM, Southeast Asia.

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Girls are cracking code and breaking stereotypes in this Denver high school’s AP computer science class – Colorado Public Radio

Velascos own high school had no computers. And her own struggles in becoming an electronics engineer working in IT in Colombia has made her a champion for girls.

I was the only woman in technology in my university, you know? So that's something that I want to demonstrate to my girls here that they can do it no matter what.

Junior Ochoa said having a woman teacher does help.

Having a teacher with the same gender as you, it helps you connect better with them, she said. I think it really helps.

Nguyen, also a junior, agrees.

Its easier to talk to them because you feel like if you can do it, we can do it at the same time.

At the same time, the class taught her that gender doesnt have anything to do with competency.

If youre smart, then you're going to do good. It doesn't depend on your gender, it doesn't affect you at all.

But for any student, AP computer science can be hard at times. Super frustrating, especially when theres a bug in the code.

The three said they sometimes questioned whether they wanted to be there. Its challenging, when a problem pops up, whats causing that, how to solve it, and thinking of a solution for it not to happen in the future, Ochoa said.

Senior Kabeya has another method when she gets stuck.

You cry for two minutes, she laughed. There's absolutely nothing wrong with crying. It really helped me get through this class!

Kabeya said she returns refreshed and ready to tackle the problem.

Nguyen said for her app project, it took her 10 days to pick a topic and a month to do the code. But she learned persistence, something all three girls will need for the big futures they have planned.

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Team Led by Columbia University Wins $20M NSF Grant to Develop AI Institute for Artificial and Natural Intelligence – Columbia University

Credit: Kiel Mutschelknaus/Columbia Engineering

New York, NYMay 4, 2023The National Science Foundation (NSF) announced today that it is awarding $20 million to establish the AI Institute for ARtificial and Natural Intelligence (ARNI), an interdisciplinary center led by Columbia University that will draw together top researchers across the country to focus on a national priority: connecting the major progress made in artificial intelligence (AI) systems to the revolution in our understanding of the brain.

ARNI is a collaboration between Columbia, Baylor College of Medicine, City University of New York, Harvard, Princeton, Howard Hughes Medical Institute, Mila Quebec AI Institute, Tuskegee University, the University of Pennsylvania, and UTHealth Houston. Industry partners include Amazon, DeepMind, Google, IBM, and Meta, and outreach partners include the Neuromatch Academy and the New York Hall of Science. In addition to receiving NSF funding, ARNI is funded by a partnership between NSF and the Office of the Under Secretary of Defense for Intelligence and Security (R&E).

By bringing together the amazing progress being made in AI systems and our growing understanding of the brain, ARNI will ignite advances in both neuroscience and AI, and transform our world in the next decade.

Mary Boyce

Provost, Columbia University

The National Science Foundation has long been a strong supporter of research at Columbia University and we are very excited about this new collaboration, said Mary Boyce, Provost, Columbia University. TheAI Institute for Artificial and Natural Intelligence draws not only on our interdisciplinary strengths throughout the University but also our partnerships -- both old and new -- across the country. By bringing together the amazing progress being made in AI systems and our growing understanding of the brain, ARNI will ignite advances in both neuroscience and AI, and transform our world in the next decade.

The past 10 years have seen spectacular progress in interrogating neural activity, circuitry, and learning, yet our neuroscience insights have so far informed AI only superficially. Conversely, our rapidly advancing AI methods and systems based on massive amounts of data have only begun to impact neuroscience. ARNI will meet the urgent need for new paradigms of interdisciplinary research between neuroscience, cognitive science, and AI. This will accelerate progress in all three fields and broaden the transformative impact on society in the next decade.

ARNI is anambitious plan that requires a dedicated effort across institutions, and we have assembledone of the strongest groups of investigators in theoretical neuroscience and foundational machine learning in the world, said Jeannette Wing, Executive Vice President for Research, Columbia University. Our PIs are building on existing, and often tightly interacting, neural and AI groups at Columbia, Baylor, Penn, together with Janelia, MILA, Google/DeepMind, and Meta. At the same time, we are building new bridges to Tuskegee, CUNY, Yale, IBM, and beyond. Our track record is already strong and now, thanks to the National Science Foundation, we expect ARNIto meet the urgent need for new paradigms of interdisciplinary research between neuroscience and AI."

ARNI will be led by Principal Investigators (PIs)Richard Zemel,Kathleen McKeown, andChristos Papadimitriou (Computer Science, Columbia Engineering),Liam Paninski (Zuckerman Institute and Statistics and Neuroscience Departments, Columbia University), andXaq Pitkow (Baylor College of Medicine, Rice University). These PIs bring together expertise from a wide variety of disciplines, including artificial intelligence, theoretical computer science, statistics, neuroscience, physics, and cognitive science. They will work with a large team of researchersto tackle the limitations and challenges of current machine learning systems, including learning with limited data, reasoning about causality and uncertainty, and lifelong learning--all hallmarks of biological systems--while also pushing the boundaries of our understanding of how brains compute and learn.

ARNI will bridge the current significant gaps between artificial and biological networks and make room for a broad, diverse range of applications, from the industrial sector, such as robust, interpretable medical decisions and smarter home assistants; to societal applications, such as better social safety nets and assistive multimodal systems to help the vulnerable; to scientific discoveries such as providing hypotheses about brain function and creating powerful tools for extracting insights from massive data.

Thanks to new AI algorithms, our knowledge of neuroscience and cognitive science expands every day, said Shih-Fu Chang, Dean of Columbia Engineering. And with our growing knowledge of the brain and cognitive science, we have better AI algorithms, making progress on important applications that impact our world. ARNI aims to overcome current limitations in AI while also introducing modern AI into neuroscience, foundational machine learning, and cognitive science. Engineers are pivotal for applying scientific insights to real-world problems, and we look forward to the groundbreaking discoveries that will come from this exciting large-scale collaboration. We are grateful to the National Science Foundation for helping us create this modern cross-disciplinary arsenal, converging to generate new insights and advance this very important, emerging field.

Richard Zemel, the Director of ARNI and the Trianthe Dakolias Professor of Engineering and Applied Science at Columbia Engineering, has been integral in the development of AI technology, most recently as the co-founder and Research Director of the Vector Institute for Artificial Intelligence. His research spans machine learning and its interaction with neuroscience and cognitive science, as well as robust and fair machine learning. He noted that robust and fair machine learning is critical for using these new AI tools to improve society.

A key characteristic of our approach is a focus on developing interpretable models, often based on causal approaches, that are cognitively grounded, given our research on the brain, Zemel said. This will lead to the development of trustworthy systems that can explain their reasoning to end users in terms they understand. This is critical in high-stakes applications such as healthcare, law, and in support of vulnerable populations.

The institute will provide educational and research opportunities for undergraduate and graduate students, as well as postdoctoral trainees, within and at the interface of AI, neuroscience, and cognitive science. Outreach partners, including the Neuromatch Academy and the New York Hall of Science, will help inform the public of these new developments and teach critical skills to the next generation of students.

Since 1864, theFu Foundation School of Engineering and Applied Science at Columbia University has been a resource to the world for major advances in human progress. Today, Columbia Engineering is a leading engineering school and a nexus for high-impact research. Embedded in New York City, the School convenes more than 250 faculty members and more than 6,000 undergraduate and graduate students from around the globe to push the frontiers of knowledge and solve humanitys most pressing problems.

In collaboration with Columbia'sZuckerman Institute, the ARNI team includes leading senior investigators and visionaries in the field of theoretical and cognitive neuroscience. The Zuckerman Institute brings together diverse researchers whose expertise spans a wide range of interdisciplinary neuroscience research areas, providing an unsurpassed intellectual environment, multi-level support, and opportunities for interaction.

The U.S. National Science Foundation propels the nation forward by advancing fundamental research in all fields of science and engineering. NSF supports research and people by providing facilities, instruments, and funding to support their ingenuity and sustain the U.S. as a global leader in research and innovation. With a fiscal year 2022 budget of $8.8 billion, NSF funds reach all 50 states through grants to nearly 2,000 colleges, universities, and institutions. Each year, NSF receives more than 40,000 competitive proposals and makes about 11,000 new awards. Those awards include support for cooperative research with industry, Arctic and Antarctic research and operations, and U.S. participation in international scientific efforts.www.nsf.gov

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Team Led by Columbia University Wins $20M NSF Grant to Develop AI Institute for Artificial and Natural Intelligence - Columbia University

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