Global Artificial Intelligence In Fashion Retail Market will Witness Steady Growth Till 2027 Post COVID 19 Pandemic, Top Manufactures ALIBABA,…

Artificial Intelligence In Fashion Retail Market report involves all together a different chapter on COVID 19 Impact. The Covid-19 (coronavirus) pandemic is impacting society and the overall economy across the world. The impact of this pandemic is growing day by day as well as affecting the supply chain. The COVID-19 crisis is creating uncertainty in the stock market, massive slowing of supply chain, falling business confidence, and increasing panic among the customer segments. The overall effect of the pandemic is impacting the production process of several industries including Life Science, and many more. Trade barriers are further restraining the demand- supply outlook. nicolas.shaw@cognitivemarketresearch.com or call us on +1-312-376-8303.Download The report Copy form the webstie: https://cognitivemarketresearch.com/servicesoftware/artificial-intelligence-in-fashion-retail-market-report

The major players profiled in this report include: ALIBABA, Walmart, TRUEFIT, STITCH FIX, Nike, Snap, Adidas, STYLUMIA, FINERY, Goody Box, GRABIT, Burberry, LVMH, Levis, HOOK

Market segment by type can be split into: Predictive Sales, Show Ads, Market Forecast, In Store Visual Monitoring, Marketing Positioning, Other

Market segment by the application can be split into: Online, Offline

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As government of different regions have already announced total lockdown and temporarily shutdown of industries, the overall production process being adversely affected; thus, hinder the overall Artificial Intelligence In Fashion Retail globally. This report on Artificial Intelligence In Fashion Retail provides the analysis on impact on Covid-19 on various business segments and country markets. The report also showcases market trends and forecast to 2027, factoring the impact of COVID-19 situation.

Artificial Intelligence In Fashion Retail Market report provide an in-depth understanding of the cutting-edge competitive analysis of the emerging market trends along with the drivers, restraints, and opportunities in the market to offer worthwhile insights and current scenario for making right decision. The report covers the prominent players in the market with detailed SWOT analysis, financial overview, and key developments of last three years. Moreover, the report also offers a 360 outlook of the market through the competitive landscape of the global industry player and helps the companies to garner Artificial Intelligence In Fashion Retail Market revenue by understanding the strategic growth approaches.

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Report provides industry analysis, important insights, and a competitive and useful advantage to the pursuers. The report analyzes different segments and offers the current and future prospects of each segment. Furthermore, this research report contains an in depth analysis of the top players with data such as product specification, company profiles and product picture, sales area, and base of manufacturing in the global Artificial Intelligence In Fashion Retail market. The impact on the supply and demand of the raw materials, due to the COVID-19 is also analyzed in the global Artificial Intelligence In Fashion Retail market.

Additionally, report consists of product life cycle, which discus about the current stage of product. Further, it adds manufacturing cost analysis as well as complete manufacturing process involved. Report also adds supply chain analysis to ensure complete data of market.

Objectives of Artificial Intelligence In Fashion Retail Market Report:To justifiably share in-depth info regarding the decisive elements impacting the increase of industry (growth capacity, chances, drivers and industry specific challenge and risks)To know the Artificial Intelligence In Fashion Retail Market by pinpointing its many sub segmentsTo profile the important players and analyze their growth plansTo endeavor the amount and value of the Artificial Intelligence In Fashion Retail Market sub-markets, depending on key regions (various vital states)To analyze the Global Artificial Intelligence In Fashion Retail Market concerning growth trends, prospects and also their participation in the entire sectorTo inspect and study the Global Artificial Intelligence In Fashion Retail Market size form the company, essential regions/countries, products and applications, background information and also predictions to 2027Primary worldwide Artificial Intelligence In Fashion Retail Market manufacturing companies, to specify, clarify and analyze the product sales amount, value and market share, market rivalry landscape, SWOT analysis and development plans for the next coming yearsTo examine competitive progress such as expansions, arrangements, new product launches and acquisitions on the market

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Follow is the chapters covered in Artificial Intelligence In Fashion Retail Market:Chapter 1 Artificial Intelligence In Fashion Retail Market OverviewChapter 2 COVID 19 ImpactChapter 3 Artificial Intelligence In Fashion Retail Segment by Types (Product Business)Chapter 4 Global Artificial Intelligence In Fashion Retail Segment by ApplicationChapter 5 Global Artificial Intelligence In Fashion Retail Market by Regions (2015-2027)Chapter 6 Global Artificial Intelligence In Fashion Retail Market Competition by ManufacturersChapter 7 Company (Top Players) Profiles and Key DataChapter 8 Global Artificial Intelligence In Fashion Retail Revenue by Regions (2015-2020)Chapter 9 Global Artificial Intelligence In Fashion Retail Revenue by TypesChapter 10 Global Artificial Intelligence In Fashion Retail Market Analysis by ApplicationChapter 11 North America Artificial Intelligence In Fashion Retail Market Development Status and OutlookChapter 12 Europe Artificial Intelligence In Fashion Retail Market Development Status and OutlookChapter 13 Asia Pacific Artificial Intelligence In Fashion Retail Market Development Status and OutlookChapter 14 South America Artificial Intelligence In Fashion Retail Market Development Status and OutlookChapter 15 Middle East & Africa Artificial Intelligence In Fashion Retail Market Development Status and OutlookChapter 16 Artificial Intelligence In Fashion Retail Manufacturing Cost AnalysisChapter 17 Marketing Strategy Analysis, Distributors/ TradersChapter 18 Global Artificial Intelligence In Fashion Retail Market Forecast (2020-2027)Chapter 19 Research Findings and ConclusionGet detailed TOC for Artificial Intelligence In Fashion Retail Market Report @ https://cognitivemarketresearch.com/servicesoftware/artificial-intelligence-in-fashion-retail-market-report#table_of_contents.

Customization of the Report:This report can be customized to meet the clients requirements. Please connect with our sales team, who will ensure that you get a report that suits your needs. You can also get in touch with our executives on to share your research requirements.nicolas.shaw@cognitivemarketresearch.com or call us on +1-312-376-8303.

About Us: Cognitive Market Research is one of the finest and most efficient Market Research and Consulting firm. The company strives to provide research studies which include syndicate research, customized research, round the clock assistance service, monthly subscription services, and consulting services to our clients. We focus on making sure that based on our reports, our clients are enabled to make most vital business decisions in easiest and yet effective way. Hence, we are committed to delivering them outcomes from market intelligence studies which are based on relevant and fact-based research across the global market.Contact Us: +1-312-376-8303Email: nicolas.shaw@cognitivemarketresearch.comWeb: https://www.cognitivemarketresearch.com

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Global Artificial Intelligence In Fashion Retail Market will Witness Steady Growth Till 2027 Post COVID 19 Pandemic, Top Manufactures ALIBABA,...

How to get a Bitcoin address – Decrypt

When taking your first steps into the Bitcoin and cryptocurrency space, your first challenge is finding a safe, secure way to store your crypto.

Fortunately, there's a huge variety of Bitcoin wallet providers available. These allow you to create a Bitcoin address (also known as a public key) that can be used for sending and receiving Bitcoin (BTC). Some of these wallets also provide access to the private keys (essentially the key that controls the public address), allowing you to quickly move your funds into another wallet if needed.

It's important that you don't get your public and private keys mixed upyou should never give out your private key, as anyone who has access to this can control your funds.

Mobile wallets are fast gaining popularity as a simple and efficient way to store cryptocurrencies. Part of the reason they're so popular is down to their accessibility and ease of use. Most cryptocurrency mobile wallets are capable of storing a wide range of cryptocurrencies in a single place and can be used on both Android and iOS devices. Popular Bitcoin mobile wallets include Electrum, Jaxx Liberty and BRD.

Your first port of call for a mobile cryptocurrency wallet will likely be the Google Play Store or Apple App Store, depending on your smartphone operating system. Search for terms such as "Bitcoin wallet" or "cryptocurrency wallet" to find a mobile wallet that meets your requirements.

It's important to pay close attention to the reviews; a number of fake wallet apps designed to steal cryptocurrency private keys and seed phrases have been known to slip past checks and end up on these app stores. We recommend sticking with wallets that have a large number of users and excellent reviews.

You can also check theDecrypt reviews section, which is continually updated with our latest reviews of trustworthy mobile wallets.

Once you've chosen a suitable mobile wallet, you'll be able to create your Bitcoin wallet in the app. This usually involves creating a unique security PIN to control access to the wallet.

You'll also likely need to write down a 12 to 24-word recovery phrase; this is extremely important as it's used to restore your wallet if you lose access to your device. People have been known to go to extreme lengths to keep their seed phrases secure, from etching them on metal plates to splitting them up and storing them in separate safety deposit boxes (the approach taken by Bitcoin billionaires the Winklevoss twins).

Arguably the most secure way to create a Bitcoin wallet is by using one of the many cryptocurrency hardware wallets available. These are essentially physical vaults that allow users to store cryptocurrencies in an offline environment and are secured by a number of hardware and software-based security layers.

These security layers can include a bank-grade secure element as with the Ledger Nano X, physical biometric security with the D'CENT Biometric Wallet, or the unique 'duress PIN' feature of the Coldcard Mk3. Most cryptocurrency hardware wallets are secure against a wide range of attacks, but they can be costly, making them best suited for those with an extensive cryptocurrency portfolio.

Like most modern cryptocurrency wallets, hardware wallets generally allow users to generate addresses for a wide variety of cryptocurrencies, but Bitcoin, Ethereum (ETH), and Tether (USDT) are supported by most offerings.

To create your Bitcoin wallet on a hardware wallet, you'll first need to set up the device. During this process, you may be asked to select which cryptocurrencies you want to manage on the device. Alternatively, some hardware wallets, like those produced by Ledger, allow you to quickly add and remove support for different cryptocurrencies using a companion app.

Depending on the device you use, you'll then be able to generate your Bitcoin wallet either on-device or using the associated app. Again, this will generally involve recording a recovery phrase and setting a PIN to limit access to the device.

Cryptocurrency exchanges are an extremely popular way to store Bitcoin, since they also typically offer a free cryptocurrency wallet. A large proportion of the most popular cryptocurrency exchanges allow users to store and manage a wide variety of cryptocurrencies after simply opening an account, but others require users to complete identity verification and an anti-money laundering (AML) questionnaire before this feature is enabled.

Once you've enabled the wallet feature on your cryptocurrency exchange of choice, you'll be able to find or generate a deposit address in your account, usually in the deposit or wallet section of the website. Most cryptocurrency exchanges do not allow users to generate multiple addresses for a single cryptocurrency, forcing them to reuse the same address for each transaction.

Although most cryptocurrency exchanges provide users with a cryptocurrency wallet, it's important to note that not all exchanges are trustworthy. There are number of fake exchanges that exist for no other purpose than to steal the deposits of the unfortunate individuals who register there.

Because of this, it's important to do your own research before choosing an exchange, being wary not to use platforms without a good reputation. Some of the most established and trustworthy names in the space include Coinbase, Binance and Gemini, but there are many other options available.

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Global Email Encryption Market: Industry Development Scenario and Forecast to 2025 – CueReport

Global Email Encryption Market 2020 by Manufacturers, Type and Application, forecast to 2025 is a comprehensive study that delivers market data with characteristics, era, and market chain with analysis and developments and increases. The report offers a prompt point of view on the Email Encryption market, explaining the industry supply, marketplace demand, value, competition, and its analysis of key players with industry forecast from 2020 to 2025. It speaks about the market major leading players, market size over the forecast period from 2020 to 2025.

The Email Encryption market report offers significant information regarding this business vertical. As per the document, the market is estimated to record considerable growth as well as amass notable gains during the estimated timeframe.

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The study elaborates the major trends of Email Encryption market while evaluating the growth opportunities, industry size, volume of sales and revenue predictions. The report also provides a detailed assessment of the various segmentations and their respective impact on the overall market outlook. Moreover, it analyzes the effect of COVID-19 pandemic on the growth rate as well as remuneration generation of the market.

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As per the regional scope of Email Encryption market:

Other data specified in the Email Encryption market report:

Some of the key questions answered in this report:

What will the Email Encryption market growth rate, growth momentum or acceleration market carries during the forecast period?

Which are the key factors driving the Email Encryption market?

What was the size of the emerging Email Encryption market by value in 2020?

Which region is expected to hold the highest market share in the Email Encryption market?

What will be the size of the emerging Email Encryption market in 2025?

What trends, challenges and barriers will impact the development and sizing of the Global Email Encryption market?

What are sales volume, revenue, and price analysis of top manufacturers of Email Encryption market?

What are the Email Encryption market opportunities and threats faced by the vendors in the global Email Encryption Industry?

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Global Email Encryption Market: Industry Development Scenario and Forecast to 2025 - CueReport

Tether whales move USDT 110000000 in 1 hour – Nairametrics

Ethereum (ETH) whales have been active lately. Data feed on advanced crypto tracker Whale alert revealed whales moved 935,746 ETH worth $255,458,658 in 8 transactions within minutes showing a large number of transactions taking place in the Ethereum market.

READ: What will you investN1 millioninif you have the following options?

Quick fact; In the ETH industry, traders or investors who own a large number of ETH are typically called ETH whales. This means an ETH whale would be a single Ethereum address owning around 1,000 Ethereum or more.

Data obtained from Coinmarketcap, revealed Ethereum is the second most valuable cryptocurrency with a market capitalization of $30.5 billion, trading at $272.61 up 3.5%, at the time this report was drafted.

READ MORE: $945 millionworth of BTCsoptions expiring this week

Is it time to buy ETH? With ETH finally breaking out of its long $200-$250 daily close range, it is time to revisit its historical model that illustrates the number of times a daily close transition has occurred between psychological support levels.

ETH is sitting in its sweet spot where the most polarization has historically unfolded (between the $200 and $300 levels) during its five-year history. A close above $300 in the near future would be the 42nd instance of the price closing above or below it.

READ ALSO: Satoshi Nakamotos unspent BTCs worth $10.9 billion

ETH is a cryptocurrency designed for decentralized applications and deployment of smart contracts, which are created and operated without any fraud, interruption, control or interference from a third party.

Ethereum is a decentralized system, fully independent, and is not under anybodys authority. It has no pivotal point, and its platform is connected to thousands of its users through their computing system around the world, which means its almost impossible for ETH to go offline.

READ MORE: Aliko Dangote and his slide from $25 billion to $7 billion

Like with many other crypto assets, speculating with Ethereum can be highly profitable and has had a good history of giving its investors huge returns. However, there are also many other options to make income from Ethereum. These options include Ethereum mining, Ethereum faucets, and ETH staking.

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Tether whales move USDT 110000000 in 1 hour - Nairametrics

Shadow of second wave of the virus hangs over efforts by world leaders to restore normalcy – Economic Times

By Flavia Krause-JacksonShuttering businesses, grounding airlines and ordering people to stay home was hard enough the first time. The thought of having to do it all over again is something world leaders dont want to even contemplate.From Italy to New Zealand, irrespective of how well the virus was contained, governments acknowledge that fresh waves of the deadly coronavirus are likely and that the policy tools to mitigate the damage are limited. The hope is that localizing quarantines to towns, cities and regions will be enough to snuff out bouts of infections as they come.

U.K.s Boris Johnson was reluctant to order a lockdown and then ended up in intensive care fighting for his life after contracting Covid-19. Yet he finds the idea of isolating the nation again so off-putting that he compared it to a nuclear deterrent: I certainly dont want to use it. French Prime Minister Jean Castex, was equally blunt: We wont survive, economically and socially.

At the other end of the globe, New Zealands Jacinda Ardern has warned that it just takes one mistake to be exposed to the virus again. But even for her, reverting to a nationwide lockdown would be a measure of last resort.

It all speaks to the great elephant in the room: while scientists warn it could take years to control a deadly virus that has killed more than 630,000 worldwide, there is no appetite to sustain the hiatus on travel, work and leisure that has upended everyones lives in 2020.

With the world facing its worst recession since the Great Depression and U.S. President Donald Trump fighting for re-election in November, voters are on edge. Politicians of all stripes are looking for ways to ease the painnot add to itas fear morphs into anger and discontent.

The political calculus is to try and ride it out. Yet while efforts to get people back to stores, restaurants, bars and hairdressers demonstrate the urgency among governments of reviving economies, they also show the risks.

Europes hardest-hit country, Britain, reopened pubs and is now finding spikes in virus cases. Johnson, who aims to return to significant normality by Christmas, on Friday said his government is preparing the health service for a second wave of infections over the winter.

Countries around the Mediterranean Sea pray a glimpse of tourism will get them through the summer before the cold snap drives people indoors and ushers a second chapter to the pandemic.

Italy was the first Western democracy to quarantine the entire population as it became apparent its death toll was going to overtake that of China, where the virus originated. A person close to Prime Minister Giuseppe Conte described that decision as shock therapy that cant be repeated. The euros weakest economy this week became the biggest beneficiary of the European Unions $860 billion rescue package.

Populations have already shown they are restless. Spain had a similar trajectory to Italy and in Madrid the resentment spilled into the streets. In Serbia, a jump in cases prompted President Aleksandar Vucic, just re-elected in a landslide, to try and impose another curfew only for him to reverse course in the face of violent protests.

The situation is so desperate in Croatia, which relies on tourism more than any other country in the EU, that it pivoted from lockdown mode to embracing the Swedish model that allows bars and shops to stay open and there is no limit to size of public gatherings.

At one point the government considered banning all wedding celebrations after a cluster of cases were traced to one event. All it took was some bad press from prospective brides for the plan to be dropped.

Nowhere is the disconnect between the health risk and reticence to lock down more pronounced than in the U.S., the worst-hit nation with more than 140,000 dead and the number of infections soaring in battleground states Trump needs to win. But as far back as May, the president made his priorities clear.

Will some people be affected? Yes. Will some people be affected badly? Yes, Trump said during a factory visit in Arizona, a crucial swing state, that month. But we have to get our country open and we have to get it open soon.

The approaches have been so different its impossible to predict what governments will do when there is an agonizing trade off between deaths and the economy.

In places like Singapore or South Korea, mass testing and heavy fines were the strategies successfully deployed to stop the spread. By contrast, in the U.K., there was until recently no mandatory use of masks to go into a shop. It was left to basic good manners.

However unpalatable, the need to shut everything down may ultimately be forced upon leaders.

In Australia, residents of Melbourne have been ordered to stay home for six weeks and South Africa ordered schools to be shut again. Israel declared victory over the virus only for Prime Minister Benjamin Netanyahu to warn another shutdown could be inevitable.

New Zealand is unique in having eradicated the virus within its borders. Now its on high alert to keep it that way. Ardern, herself up for re-election this year, has deployed the military to enforce a quarantine on anyone entering the country.

Back in the U.S., Trump has resurrected his White House briefings on the virus in an attempt to reassure Americans he has the pandemic under control and life is going back to normal. On Thursday, though, he scrapped the highly attended Florida convention for the Republican Party he had been keen to hold for 20,000 ardent supporters.

The country is in very good shape, other than if you look south and westsome problems, he said. That will work out.

--With assistance from Josh Wingrove, Thomas Penny, Jasmina Kuzmanovic, Gordana Filipovic, Matthew Brockett, Iain Marlow, Michael Cohen, Andra Timu, Ivan Levingston, Edward Johnson and Jan Bratanic.

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Shadow of second wave of the virus hangs over efforts by world leaders to restore normalcy - Economic Times

Veteran Analyst Peter Brandt Scorns ‘XRP’s Bag Holder,’ Compares Ripple to the Fed | Altcoins – Bitcoin News

Veteran trader Peter Brandt knocked the digital currency XRP on Thursday and compared the crypto token company Ripple to the U.S. Federal Reserve. Brandt said he believes the company behind the coin will double the token supply, and he doesnt understand why otherwise smart people have drank the XRP-Kool-aide.

A number of digital currency investors believe in XRP, the fourth largest crypto asset by market capitalization, is going to be the bridge between banks and cryptocurrency. A number of other crypto enthusiasts despise XRP and think that the distributed ledger is extremely centralized.

Despite the technicals, XRP has a circulating supply of 44 billion tokens each worth $0.20. The tokens value is much higher than the first five years of its existence, when it traded for less than a U.S. penny during much of that period.

On July 23, the veteran trader Peter Brandt discussed XRP with a number of digital currency enthusiasts. Brandt is a well known trader who shares financial analysis and charts on Twitter regularly. Hes made a number of predictions and the analyst has over 364,000 Twitter followers today.

Many crypto enthusiasts follow Brandt because hes bullish about ethereum (ETH) and bitcoin (BTC) and on July 8, the veteran trader said there was a significant breakout in ETH-BTC. Brandt further noted that most alts should gain on bitcoin in [the] near future. Even the founder of Adamant Capital, Tuur Demeester seemed to agree with Brandts assessment.

The discussion that took place Thursday on Twitter was in regard to the crypto asset XRP, as a person was conversing about the XRP Army shills and certain trading techniques. Brandt joined the conversation and his commentary about XRP likened the crypto-asset with the U.S. dollar, and compared the firm Ripple to the U.S. Federal Reserve.

XRP can be compared to the USD, Brandt tweeted. The Fed is the USDs bag holder they can double the supply if they want. The financial analyst further wrote:

Ripple is XRPs bag holder and it WILL double the supply. I cannot believe the number of otherwise smart ppl who have drank XRP Kool-aide.

Of course, members of the XRP Army didnt care for Brandts commentary after he knocked the crypto asset and the company Ripple. One person claimed that Brandts lack of coding knowledge meant that his opinion should be dismissed.

Do you know anything about code? asked a Twitter account clearly upset about Brandts XRP commentary. Its simply not possible. Such a shame that a clueless person has so many followers.

After being harassed by the XRP Army about his recent statements, Brandt further criticized the crypto coins followers. Some things never change I remember the wrath I received when I said beanie babies, hula hoops, and pet rocks would not become a global asset class. Some neighbors did not speak to me for years, Brandt responded. The financial analyst continued by tweeting:

They get so riled up because deep down inside they know I am right. They are the most rabbis of all cultists.

At the time of writing, XRP is swapping for $0.203 per coin and its down 1.3% during the last 24 hours of trading. The last 30 days show XRP is up 11.42%, 90 days the token is up 8.6%, but for the year the coin is down 34%.

Not too long ago XRP was a strong crypto contender, but ever since tether (USDT) started to shine brightly, the token has lost significant momentum. Tether has surpassed XRP by the size of its market cap and it USDT sees a hell of a lot more settlement these days.

What do you think about Peter Brandt comparing XRP to the U.S. dollar and the Fed? Let us know what you think about this subject in the comments section below.

Image Credits: Shutterstock, Pixabay, Wiki Commons

Disclaimer: This article is for informational purposes only. It is not a direct offer or solicitation of an offer to buy or sell, or a recommendation or endorsement of any products, services, or companies. Bitcoin.com does not provide investment, tax, legal, or accounting advice. Neither the company nor the author is responsible, directly or indirectly, for any damage or loss caused or alleged to be caused by or in connection with the use of or reliance on any content, goods or services mentioned in this article.

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Veteran Analyst Peter Brandt Scorns 'XRP's Bag Holder,' Compares Ripple to the Fed | Altcoins - Bitcoin News

What Is Weight Sharing In Deep Learning And Why Is It Important – Analytics India Magazine

Neural architecture search (NAS) deals with the selection of neural models for specific learning problems. NAS, however, is computationally expensive for automating and democratising machine learning. The initial success of NAS was attributed partially to the weight-sharing method, which helped in the dramatic acceleration of probing the architectures. But why is the weight sharing method being criticised?

Traditionally, NAS methods were expensive due to the combinatorially large search space, requiring to train thousands of neural networks to completion. In 2018, ENAS (Efficient NAS) paper, introduced the idea of weight-sharing, in which only one shared set of model parameters is trained for all architectures.

These shared weights were used to compute the validation losses of different architectures which are then used as estimates of their validation losses. Since one had to train only one set of parameters, weight-sharing led to a massive speedup over earlier methods, reducing search time on CIFAR-10 from 2,000-20,000 GPU-hours to just 16.

The validation accuracies computed using shared weights were sufficient to find good models cheaply. However, this correlation, although sufficient, doesnt mean that weight-sharing does well.

This method has come under scrutiny due to its poor performance as a substitute for full model-training and is alleged to be inconsistent with results on recent benchmarks.

The technique of sharing parameters among child models allowed efficient NAS to deliver strong empirical performances, whilst using much fewer GPU-hours than existing automatic model design approaches, and notably, 1000x less expensive than standard Neural Architecture.

The most popular implementation of shared weights as substitutes for standalone weights is the Random Search with Weight-Sharing (RS-WS) method, in which the shared parameters are optimised by taking gradient steps using architectures sampled uniformly at random from the search space.

However, practitioners started to wonder if sharing weights between models accelerate NAS.

In an attempt to address this issue and to make a case for the weight sharing mechanism, the researchers at CMU published a work that lists their findings. The paper states that most of the criticism on weight sharing has the issue of the rank disorder as a common occurrence. The rank disorder occurs when the shared-weight performance of architectures does not correlate well with their standalone performance.

The rank disorder is a problem for those methods, which rely on the shared-weights performance to rank architectures for evaluation, as it will cause them to ignore networks that achieve high accuracy when their parameters are trained without sharing.

Home What Is Weight Sharing In Deep Learning And Why Is It Important

The above picture illustrates rank-disorder issues where shared-weights are on the right, and individual weights trained from scratch are on the left.

To tackle this, the researchers present a unifying framework for designing and analysing gradient-based NAS methods that exploit the underlying problem structure to find high-performance architectures quickly. The geometry-aware framework, wrote the researchers, resulted in the algorithms that:

The results show that this new framework outclasses previous best works for both CIFAR and ImageNet on both the DARTS search space and NAS-Bench-201.

According to the authors, this work on weight sharing methods tried to establish the following:

Link to paper

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What Is Weight Sharing In Deep Learning And Why Is It Important - Analytics India Magazine

Rolls-Royce releases online game inspired by Wraith Kryptos – BMWBLOG

Rolls-Royce unveiled their latest special edition model in the shape of the Rolls-Royce Wraith Kryptos at the beginning of July. To mark the moment, the people in Goodwood decided to create an online game, available for everyone, not just the customers. The game is made up of a cryptic challenge, consisting of four levels, each getting progressively harder. Theres even a prize involved but chances are it has already been claimed.

When the Kryptos was unveiled, Rolls-Royce said that cryptic messages and codes have been embedded into the car and that prospective owners will be able to decipher them over time. Upon completing the challenge, they would find an enlightening conclusion, according to Rolls-Royce, and they are invited to submit their findings through the Whispers app, created specifically for Rolls-Royce owners.

Since only 50 Wraith Kryptos cars will be made, the management decided to create an online game for those who also want a challenge, but cant buy a car. This way, they will also be able to decipher the code embedded into the cars. All you need to do is go to the Rolls-Royce website, scan the QR code and the the app on your phone. You could also use a native knack for cryptography.

There are four different levels and players are initially invited to guide an orb through a maze by tilting their mobile device in the direction they wish to travel, in a time-pressured challenge. Next, a series of questions will reveal just how keen the cryptographer player really is.

The third level will test the observation skills of the participant. The final phase consists of cryptographic ciphers, designed to confuse you. The first ten individuals to complete the game will receive their very own personalized Rolls-Royce treadplate.

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Rolls-Royce releases online game inspired by Wraith Kryptos - BMWBLOG

Has France been naive in its handling of Huawei? – Spectator.co.uk

The controversy over the UKs use of Huawei equipment in its 5G network has not abated, despite the governments announcement that the Chinese manufacturers equipment will be stripped from the network by 2027. Conservative MPs continue to be unsatisfied by this half-way house, claiming that Britain will remain vulnerable to back-door espionage by the Chinese state. They carry on threatening the government with an embarrassing, albeit symbolic,rebellion.

But it is no secret that the real pressure to abandon Huawei equipment comes principally, and forcefully, from the UKs Five Eyes partners. The Five Eyes network dates back to the Second World War and comprises the UK, the USA, Canada, Australia and New Zealand. It is the most sophisticated signals intelligence network in the world and allows Britain via the Government Communications Headquarters (GCHQ) to seriously punch above its weight in intelligence gathering and analysis. Given the level of integration of Five Eyes, any breach of one could potentially compromise all. Hence pressure from within the exclusive club for Britain to conform with other members.

Of course, the compromise of removing Huawei by 2027 and not allowing it to install technology close to sensitive sites, was an attempt to assuage Five Eyes partners without upsetting the Chinese state for commercial reasons. Also GCHQ thought it had sufficient expertise to ensure that the 35 per cent of Huawei infrastructure built into UK 5G could be technically controlled up to 2027 to reduce risk.

Interestingly, France the state with a similar international profile and world role to the UK has this week confirmed a similar position to the British compromise of allowing Huawei to build some of its network, away from sensitive sites, until the late 2020s. Indeed it is almost as if the two consulted on how best to finesse the question. France, of course, is not a member of Five Eyes, but it is a member of Nine Eyes, which includes the famous 5 plus France, Denmark, the Netherlands and Norway. This club is by no means as integrated as the first, but it does place Paris in the second most important circle of western signals intelligence. It may be here that Britain and France aligned their first response to Huawei.

The French Gaullist tradition teaches that foreign policy, once charted, is not easily deviated from especially under Anglo-Saxon pressure. President Macron has consistently stated that France will not be beholden to either contemporary superpower USA or China and that he will work with both, but under no illusions about their predatory tendencies. He believes that Europe is the instrument for dealing with the Big Two as equals and is therefore going ahead with Huawei.

But that may be naive, for China has France in its sights as something of a softer touch than the Anglo-Saxons, as well as a power traditionally more independent of the US. In 2018, following the beginning of Donald Trumps commercial war with China, Chinese investment in North America and the UK declined significantly, while increasing in France by 86 per cent. Recently, the French have become anxious about this investment, which is not only snapping up French infrastructure such as Toulouse airport, where Airbus headquarters are based but also large tracts of agricultural land and, more importantly, high tech companies. Huawei already has three French research centres and is scheduled to begin work on a new factory in France, as a pay-off for its role in the new French 5G network. To boot, two former members of Frances foreign intelligence organisation, the DGSE, including the former head of station in Beijing, were this month found guilty of treason and spying on behalf of China, albeit several years ago.

France is a special prize for China because among continental European states, it is by far the most international in terms of foreign policy, defence and intelligence in a similar way to Britain, but without the US looking over its shoulder. That is where France is a softer touch. And she has a very impressive array of intelligence tools to attract Chinese attention if they could find a back-door access.

Beyond the Nine Eyes intelligence network, France is at the centre of a global top secret strategic electronic network of spy stations known as Frenchelon. Run by the DGSE, it was nicknamed after its Five Eyes big brother ECHELON as revealed by Edward Snowden. Both have satellite and land-based infrastructure tracking stations and signals interception posts in the four corners of the world, Frances located on confetti remnants of her overseas empire from Saint Barthlemy in the Caribbean to New Caledonia in the South Pacific. In the Gaullist national independence tradition, having largely built this themselves, the French manage it alone albeit cooperating with western allies. But unlike the Five Eyes partnership, they have no team member able to scrutinise and warn of security weaknesses.

The same goes for Frances extensive submarine cable network originally from empire, like Britains which, like Britains, carries a very high percentage of world communications. The French state, once controlling the networks operators such as France Telecom, now Orange continues to use the system for intelligence gathering. And of course, the French, with their mathematical prowess, have since the early twentieth century been international leaders in deciphering encoded diplomatic, industrial and civilian traffic making their cable network precious.

So when the French say that they can finesse Huaweis involvement in French 5G, as the UK does, they are playing with fire. In many ways, back-door access to French intelligence infrastructure would be a greater prize than Britains where there is the potential for security breaches to be detected by Five Eyes partners. Britain may do the sensible thing and drop Huawei altogether, but then critical observers will claim that the Huawei affair shows both states reverting to stereotype: Britain acting as Americas poodle; France, with Gaullist egotistical independence, going its own way.

This article originally was first published inPoliteia

Read more here:
Has France been naive in its handling of Huawei? - Spectator.co.uk

I will continue until I have no other choice: The art of bookselling under Hong Kongs national security law – Hong Kong Free Press

In the weeks since Beijing passed the Hong Kong national security law, political titles have been pulled from public library shelves, a protest slogan has been banned and students have been prohibited from political activities in schools. With lawyers, academics, and journalists expressing concern over the laws vague wording, the future of free speech and expression in the city is uncertain.

Booksellers, like the citys librarians and publishers, fear stricter regulations on the titles they are allowed to offer, creating a chilling effect among institutions which traditionally uphold and safeguard the free flow of ideas, information, and narratives.

Fears for the independent bookselling arena in Hong Kong first arose in 2015, when five staff members of Causeway Bay Books which sold political gossip titles disappeared. Then, in mid-2018, it was revealed that the China Liaison Office in Hong Kong owned the company controlling Sino United Publishing (SUP), which in turn controlled more than half the citys bookstores.

But there are still booksellers in Hong Kong who continue to safeguard against Chinese influence. Albert Wan of Bleak House Books, a local English-language bookstore at the heart of a tight-knit reading community, is committed to resisting any changes in how he runs his business. This includes continuing to stock sensitive political titles that could potentially contravene the law: [These titles] mostly would be books that are not published by large presses. Books that relate specifically to Hong Kong and the law, the Umbrella Movement, or protests from last summer these are obviously the most sensitive books, he told HKFP.

He now wonders whether previously unproblematic titles will become contraband: Under the new law, and based on what we know happens in mainland China, would it be a problem to stock 1984, Animal Farm, or On Tyranny? [What about] general theory-based books [or] academic texts about revolutionary movements that have taken place in China in the past? Who knows?

As a former US lawyer before running his own bookshop, Wan is sceptical about the legal validity of recent government-issued statements about what may or may not be acceptable: Its hard to tell where the red-lines are. Everyones saying it, but its true. It doesnt help when the government willy-nilly comes out and makes statements about the law or how people might be violating it. Theres no official interpretation. What the government says, at least in my understanding of how things work their statements are not the law, he said.

Wan is not the only independent bookstore owner frustrated by the legislation. May Fung of ACO Book a local bookstore specialising in arts and culture also expressed concern: Every publication on any subject is now subject to this national security law. I think it is dangerous and I am somewhat worried, she told HKFP.

If we still lived in a society with rule of law and a legal system we can trust, we can go to court and the court will fairly decide whether or not a certain title contravenes the law. But this new national security agency is outside of the government, so thats not necessarily the case now; we dont know whether or not they will be fair.

However, Fung, like Wan, is committed to business as usual, unless forced to do otherwise. I wont stop operations because [the government] may or may not ban certain titles. We will keep doing what we are doing until we are forced into a corner, she said.

Since the anti-extradition law protests started last June, Wan and his store have taken a clear stance in support of the pro-democracy movement. He says that, especially for indie bookstores like Bleak House, it is difficult to stay apolitical.

I dont think theres anything wrong with being apolitical, its really up to the person who runs the bookshop. I think its a problem to not have a stance personally, but it doesnt necessarily have to translate into what you do for work, he said. [But] its a little hard to do that when youre selling books the books you stock reflect the perspectives and the ideologies of the person or people running the bookshop its harder for smaller bookshops to be in the middle and not take a side.

When asked whether he will obey orders to pull books off his shelves for the sake of national security, Wan gave a tentative answer: We would not go and start pulling books off our shelves just because we receive [an order to do so]. It depends on the nature of the order and what itll look like.

We are very hesitant to go down the path of any kind of censorship, whether its self-imposed or whether its imposed from outside because if we go down that road theres really no turning back.

Fung echoed the sentiment: I dont want to go to prison but I will not self-censor until I absolutely have no other choice, she said.

Despite their commitment to resisting self-censorship, both Wan and Fung said they have to weigh the risks to their livelihoods and the safety of those around them.

My initial reaction will be to tell them to f-off, but I also have a bookstore to run I have responsibilities as a husband and father, Wan said. Its a matter of how muchI feel like I can keep doing [what Im doing] and not be a burden and compromise the safety of my family.

If they do come and tell us certain books can no longer be sold like we saw with Causeway Books, then I will have to stop selling the titles to protect my colleagues from being arrested, Fung said.

Elsewhere in the city, international bookstores are adopting a more cautious approach under the new law. The manager of a bookstore selling books by a German publisher, who requested to remain anonymous, told HKFP their brand has had to self-censor for the sake of business.

Following the passing of the national security law, we do feel that the freedom that once existed has been curtailed. he said. For example, we used to be very carefree and bold in our displays in art fairs in the city, we even put on display a book about Tibet in recent years.

This year, however, the new law has forced them to rein in their displays. We sell lots of books on very diverse subjects. But there is definitely more self-censorship now. At the end of the day, we are a business entity, he said.

This doesnt necessarily mean the international brand will steer clear of every potentially problematic title in Hong Kong: In our shop, we are still selling books by Ai Wei Wei. Its just for higher-profile events, we now have to be less bold.

Under the security law, the company is approaching bookselling in Hong Kong with lessons learnt from its operations on the mainland. While we have healthy business relations on the mainland, we have been careful about the types of books we sell in the mainland Chinese market. For example, we stay away from selling more sensitive books such as those depicting maps or dealing with religion. the manager said.

Beyond preemptive self-censorship, international bookshops in the city may encounter direct censorship as the laws implementation unfolds. If told to remove certain titles from their catalogue, the brand would have to comply: We are a business in Hong Kong and have no choice but to follow the law.

This, however, is a marked change from the companys original intentions when setting up operations in the city more than ten years ago: Its not necessarily what we want since we set up our regional office in Hong Kong as it was a free city and one of Asias capitals with the freedom of publication, the manager added.

We can still run a healthy business even with the tighter controls and with more titles becoming more sensitive. However, we will have to see how the new law unfolds to see if we will further expand in the city.

HKFP also approached other large book chains in the city, including Swindon Books, Bookazine, and HKMoAs TheBookshop, but did not receive any response.

In spite of the rapidly changing political landscape, booklovers are still carrying on as before. Commenting on whether he has seen a change in his bookstores community, Wan was surprised at the lack of immediate change: We thought that people were going to change their book-buying habits after they passed the law because we have books and literature at the bookshop that some people might deem problematic, he said. But people are still buying the same books they were buying before the law was passed.

The manager for the German-based retailer suggested that customers themselves still had the agency to resist censorship and the curtailing of freedoms through their spending: Our customers are using their purchasing power in the same way, they are buying the same titles they did before.

Likewise, despite the pressures, Wan said he believes bookstores too must continue to play their quiet yet crucial rolein facilitating access to knowledge: [Our] duty is just to keep the flow of information going. To keep it as open and as wide and as free as possible. Theres nothing special they have to do. Its not like they have to fight back or say anything thats especially incendiary or provocative, he said.

He said he has this hope for other bookstores: Just [keep] doing business the way they used to before the law was passed. Just maintaining that sense of freedom that is a trademark of Hong Kong society. This is what sets it apart from the mainland. To maintain that atmosphere and that culture is important.

For Fung, keeping her store open and uncensored is a question of keeping knowledge accessible for all.

I think bookstores play an important role in providing access to knowledge in the community. Not everybody has access to an official education so its vital to keep providing a channel of knowledge to society, she said. This is important for me, and I think lots of people also believe in this.

And the future for Hong Kong bookstores? The fate of bookstores is sort of tied to [Hong Kong] as a society thats rooted in law and free expression and transparency. You cannot run a bookstore without those core principles in place, Wan said.

The way Hong Kong goes, bookshops will go. Right now it doesnt look good, but who knows? We just have to stay hopeful and keep doing what were doing.

Original post:

I will continue until I have no other choice: The art of bookselling under Hong Kongs national security law - Hong Kong Free Press