Home Office warns Facebooks plans to encrypt messages would protect the most serious of criminals – The Sun

FACEBOOK plans to encrypt all messages on its platforms will give free rein to the worst criminals, the Home Office warned yesterday.

The tech giant is considering introducing end-to-end encryption to Messenger and Instagram Direct just like WhatsApp so only the sender and recipient knows what is said.

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It would have meant 26million pieces of terrorist material going hidden instead of being flagged up between October 2017 and March this year.

And an estimated 12million reports relating to child sex abuse would be lost every year.

Last year they led to more than 2,500 UK arrests and the safeguarding of nearly 3,000 children.

Home Secretary Priti Patel said access to Facebook and Instagram messages were vital to avoiding those children are not abused, raped and degraded in the future.

Law enforcement agencies would also lose access to terror content - with 26 million pieces of terrorist material acted upon between October 2017 and March 2019 alone.

Yesterday the Home Office submitted 15 pages of detailed evidence to a US Senate Judiciary Committee and told of its grave concerns.

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Last night Priti Patel said: This testimony lays out the UK Governments position clearly, factually and dismantles the myths and misconceptions peddled to prevent proper debate.

Yesterday Britain stepped up its battle with the American social media giant - submitting detailed evidence to a US Senate Judiciary Committee warning that it will prevent law enforcement agencies from accessing criminal material.

The Home Office said it had "grave concerns" with the plans and rejected claims from Facebook that the UK Government wants a "backdoor" into encrypted messages across its platforms.

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Home Office warns Facebooks plans to encrypt messages would protect the most serious of criminals - The Sun

Julian Assange case: More than 100 doctors ask Australia to intervene on his behalf – Washington Times

More than 100 medical doctors co-signed a letter released Tuesday urging the Australian government to prevent jailed WikiLeaks publisher Julian Assange from dying in a U.K. prison.

Addressed to Australian Minister for Foreign Affairs Marise Payne, the letter is the latest in a series sent by a growing number of doctors concerned about Mr. Assange remaining held at Belmarsh Prison in London pending efforts by the Department of Justice to have him extradited him to the U.S.

Mr. Assange, a 48-year-old Australian native, has been jailed at Belmarsh since April after spending the previous several years confined to the Ecuadorian Embassy in London. He is wanted in the U.S. for charges related to soliciting and publishing classified material through his WikiLeaks website, and he faces decades behind bars if extradited and found guilty.

More than 60 doctors wrote the British government last month asking that Mr. Assange be transferred out of Belmarsh to a teaching hospital to receive medical treatment. Dozens more signed on to a follow-up letter sent several weeks later, and the latest plea to Ms. Payne has swelled to include the names of 104 practicing and retired medical professionals from a number of countries.

As Australian Minister for Foreign Affairs, you have an undeniable legal obligation to protect your citizen against the abuse of his fundamental human rights, stemming from US efforts to extradite Mr. Assange for journalism and publishing that exposed U.S. war crimes, the doctors wrote in the latest letter.

Mr. Assange requires assessment and treatment in an environment that, unlike Belmarsh prison, does not further [destabilize] his complex and precarious physical and mental state of health, the doctors continued, adding that Australia should negotiate his release from behind bars and allow him to be hospitalized in his home country.

The doctors cite Nils Melzer, the United Nations special rapporteur on torture, who has repeatedly raised concerns about Mr. Assanges well-being since visiting him in May and has attested that that Aussie has displayed all symptoms typical of prolonged exposure to psychological torture and should be released.

Unless the U.K. urgently changes course and alleviates his inhumane situation, Mr. Assanges continued exposure to arbitrariness and abuse may soon end up costing his life, Mr. Melzer said last month.

These are extraordinary and unprecedented statements by the worlds foremost authority on torture, the doctors told Ms. Payne. Should Mr. Assange die in a British prison, people will want to know what you, Minister, did to prevent his death.

Spokespeople for Ms. Payne did not immediately return messages requesting comment.

A spokesperson for the British government told The Washington Times earlier this month that it is unfounded and wholly false to say that Mr. Assange has been subjected to torture while jailed in the U.K.

Mr. Assange has been charged by the Justice Department with conspiracy to commit computer hacking and multiple violations of the U.S. Espionage Act related to running WikiLeaks. He has argued that he acted as a journalist.

Extradition proceedings are currently scheduled to start in February 2020.

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Julian Assange case: More than 100 doctors ask Australia to intervene on his behalf - Washington Times

The 18 Greatest Forbes Stories Of The Decade – Forbes

Forbes reporters and our extended network of expert contributors produced more than 500,000 stories in the 2010s, inspiring and informing at scale so that we leave the decade as one of the largest and most trusted news sources in the world. Among all that journalism, several hundred pieces legitimately moved markets and dominated news cycles. And among those, a few dozen already stand out as classics.

Curating the best of the best wasnt easythere were a solid 50 stories on the short list. While I have the familiarity that comes with having a direct hand in almost all of them, I consulted several colleagues for balance, feedback and perspective. In the end, every story below shared two traits: impact (several created change and won awards, and they averaged 850,000 online readers) and sweeping storytellingcreating a future road map for historians of the 2010s.

Without further ado, in chronological order:

By Andy Greenberg | November 2010

Until Greenberg got him to sit for a Forbes cover story in 2010, Julian Assange was not on the mainstream radar. He would spend most of the decade a wanted man, holed up in the Ecuadorian embassy in London. The forces he unleashed with WikiLeaks set in motion the kind of disruption and destabilization that previous generations of anarchists could only have dreamed of. Mission accomplished.

By Steven Bertoni | September 2011

The first time I met Sean Parker, he thanked me. Why? Bertonis profile is far from a valentine, revealing the polymath in all his warts and quirks. But before that, the world knew him only as depicted by Justin Timberlake in The Social Network, a portrayal that even Mark Zuckerberg admitted did factual injustice to Parker. This is the first story I edited upon my return to Forbes and proved to be the prototype for dozens of definitive profiles of the decades great innovators (enough to merit a book).

By Victoria Barret | March 2012

Among all the entitled Silicon Valley bros, Barret found an Iranian immigrant who got into the tech game by selling rugs to tech honchos and wound up with a $50 million fortune. If someone has suggested this as a plot for HBOs Silicon Valley, it would have been rejected as too farcical.

By Richard Behar | June 2012

Its hard enough to do a story on an American oil company and its partners in the Russian mob, who were running roughshod over an entire region. Its another thing to get the central character on the phone (Alexey Veiman, mob nickname: The One Who Wears Glasses) to chat. Behar is a great reporter, and this story, a finalist for the Loeb Awards (the Pulitzers of business journalism), made a difference: within a day of our story publishing, Veiman was fired. In less than a year, Hess had sold off its Russian business entirely.

"That list is how he wants the world to judge his success or his stature," said one of the prince's former lieutenants. "It's a very big thing for him."

By Kerry A. Dolan | March 2013

Dolan, who leads our Wealth Team, noticed a curious pattern: The stock price of Prince Alwaleeds Kingdom Holdings always seemed to spike right before Forbes calculated its annual Billionaires list. By proving that wasnt a coincidence and unraveling an all-time case of narcissism, Dolan won the Overseas Press Club Award for best international business reporting in a magazine.

By Kerry A. Dolan and Rafael Marques de Morais | August 2013

When Forbes confirmed Isabel dos Santos, the daughter of the longtime Angolan president, as Africas first woman billionaire, her homeland took it as a point of pride, disseminating the news as a point of national pride. In reality, Dos Santos represents a blueprint for how to loot a country, which Dolan and local reporter Marques de Moraiswho has been jailed while trying to get the truth out about Angolareveal in painstaking detail. This story won the Gerald Loeb Award for foreign reporting.

By Andy Greenberg | August 2013

Bitcoin, the Dark Web and drug sales. In the middle of the decade, it was entirely plausible to create a sophisticated drug-dealing exchange, helmed by someone known to no one (in terms of actual identity) and at the same time known to all (with a wink to Princess Bride fans) as the Dread Pirate Roberts. Incredibly, Greenberg got the Silk Road mastermind (two months later identified as Ross Ulbricht and now facing a double life sentence) to share his story, at the same time demonstrating the emerging power of the anonymous Web.

By Steven Bertoni and Caleb Melby | September 2013

Its not the most urgent story we ran this decade. But this profile of Stewart Stewie Rah Rah Rahr is surely our most entertaining and one of the most telling, a cautionary tale of what happens when someone comes into unlimited money, with little moral compass to go with it. Its a party that turns into a train wreckcomplete with guns, sex tapes and a cameo from Donald Trump.

"There are very few people in the world who get to build a business like this," Evan Spiege said in 2014. "I think trading that for some short-term gain isn't very interesting."

By J.J. Colao | January 2014

That a 23-year-old turns down a $3 billion offer is pretty much the perfect story for the 2010s. Even better: Snapchats Evan Spiegel has proven right so far, with a public company worth $21.8 billion. This piece defines a decade ruled by young entrepreneurs, But maturity issues still crop up. After this story came out, Spiegel took to Twitter to deny a key, cocky detail, sharing an exchanged email that seemed to back him up. But then Colao produced an audiotape confirming Spiegels smack talk, and the second half of the email, which Spiegel had clipped, undermined his denial.

By Parmy Olson | February 2014

After Jan Koum, a Ukrainian immigrant who came to America with his mother, agreed to sell WhatsApp to Facebook for $19 billion, he took the contract to the welfare office where he once collected food stamps, signed it on the doorand WhatsAppd the picture to Forbes. Koum almost never talks publicly. Olson spent 18 months getting him to share his story with our readers. Its arguably the greatest rags-to-riches saga in American history, told with verve and color within hours of the deals announcement.

Donald Trump in his Trump Organization headquarters in Manhattan.

By Randall Lane | September 2015

While the rest of the world has spent four years learning about Donald Trumps tenuous relationship with the truth, Forbes has experienced this for decades. The president, more than any American tycoon, has held a multi-decade obsession with his place on The Forbes 400. Spending nearly two hours with him in 2015 as he geared up for his quixotic, historic run for the White House (watch for the appearance by the pope) allowed me to unspool an untold history of exaggerations, charms and lies that emerges as a prescient prism.

By Matt Drange and Ryan Mac | June 2016

Who was behind the mysterious money funding the wrestler Hulk Hogans legal trench warfare against the soon-to-be-defunct gossip site Gawker, and why? Mac and Drange scored one of the big business scoops of the decade by revealing that it was none other than Peter Thiel, whod made billions through PayPal, Facebook and Palantirand harbored a fatal vendetta. A real-life whodunnit.

By Matthew Herper and Michela Tindera | October 2016

John Kapoor built a $2.1 billion fortune from the opioid fentanyl, which was hailed by markets and some doctors as a wonder drug. Thats before Herper and Tindera exposed how Kapoor pushed the legal and ethical limits to get the drug into the systems of people who didnt need it. Three years later, he was convicted of racketeering.

"It's hard to overstate and hard to summarize Jared's role in the campaign," said billionaire Peter Thiel, the only significant Silicon Valley figure to publicly back Trump. "If Trump was the CEO, Jared was effectively the chief operating officer."

By Steven Bertoni | November 2016

After Donald Trump shocked the world on Election Day, there was a land grab for credit. Over the next few days, Jared Kushner sat down with Forbes and discussed his role in the Trump campaign for the first time, revealing the secret data operation run with Brad Parscale that proved the difference-maker. Its a story that been cited constantly over the past four yearsthe Cambridge Analytica profiling, the gaming of Facebook and Russias efforts to influence the election all started with Kushners revelations regarding his war room.

By Dan Alexander | June 2017

In a masterpiece of reporting, Alexander systemically demonstrates how Eric Trump, at the direction of his father, the future president, shifted money that was supposed to go to help kids with cancer to the Trump Organization. Following this story, New Yorks attorney general announced an investigation, and Alexanders work won a Deadline Club award for best business feature.

By Dan Alexander | November 2017

Commerce Secretary Wilbur Ross has outlasted pretty much every cabinet secretary in the Trump Administrationdespite (or maybe because?) Forbes caught him in an outright lie. Follow-up stories also showed a disturbing pattern of deceit, conflicts of interest and alleged theft.

"Social media is an amazing platform," Jenner said. "I have such easy access to my fans and my customers."

By Natalie Robehmed | July 2018

After this story came out, the world spent the better part of a week arguing over what it means to be self-made. We were even trolled by Dictionary.com. As easy as it is to mock the greater Kardashian plan, Kylies path to becoming the youngest ever self-made billionaire (as confirmed eight months later) perfectly illustrates how fame and followers can now be directly monetized at scale.

By Angel Au-Yeung | July 2019

Bumblehas changed the way people date and mate by empowering women to make the first move and give them a safer environment. How ironic then that Au-Yeung uncovered a pattern of tax avoidanceand misogynyat the headquarters ofBumbles corporate engine, overseen byBumbles majority owner, Russian billionaire Andrey Andreev. An instant classic amid the #MeToo Movement, and like all the best stories, it produced results: Four months after Au-Yeungs story, Andreev sold his stake in Bumble to Blackstone.

The incredible American sagas of Sara Blakely and Shahid Khan. Early deep dives into Instagrams Kevin Systrom, Spotifys Daniel Ek, Oculus Palmer Luckey and Minecrafts Markus Persson. The culture issues at Papa Johns. The rise of the liberal arts degree in techand the fall of Aubrey McClendon. The emergence of the sharing economy, as seen through Airbnb, and the emergence of big data as Big Brother, via Palantir.

And so many moreenough to excite me about the stories to be told by Forbes in the 2020s.

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The 18 Greatest Forbes Stories Of The Decade - Forbes

Terrence Malick’s A Hidden Life: An Austrian farmer’s lonely defiance of the Nazis – World Socialist Web Site

Terrence Malicks A Hidden Life: An Austrian farmers lonely defiance of the Nazis By Fred Mazelis 24 December 2019

Terrence Malicks latest film, the tenth in the course of his lengthy career, is in some ways a return in theme and style to earlier work. Like The Thin Red Line (1998), A Hidden Life deals with the horrors of militarism and war.

The new film also utilizes a more accessible narrative style than recent Malick efforts, as it tells the story of Franz Jgersttter (1907-1943), an Austrian farmer who refused military service because he would not take the oath of allegiance to Adolf Hitler. After a brief trial, Jgersttter was executed in Berlin, less than two years before the defeat and collapse of Hitlers Third Reich.

A Hidden Life was inspired by a volume of Jgersttters letters and writings from prison, edited by his biographer Erna Putz.

This is promising subject matter for film treatment, and there are moments in which the impact of the Nazi dictatorship on ordinary people, as well as the aptness of this episode from the Second World War in todays political climate, find dramatic expression. It must be said, however, that these are outweighed by the kind of mystical-religious outlook that has infused most of Malicks films, which substitute metaphysical abstraction and supra-historical morality for a concrete examination of social reality. A Hidden Life, factually accurate as far as it goes, simply ignores crucial issues raised by the Franz Jgersttter story.

While it proceeds with the sort of spectacular and at times almost dreamlike cinematography for which Malick is well known, A Hidden Life also has occasionally semi-documentary elements. It opens with black-and-white newsreel footage of Hitler, then juxtaposes the images of dictatorship with the idyllic mountain village of St. Radegund, where Jgersttter (August Diehl) and his wife Franziska (Valerie Pachner) live a seemingly perfect life. Three young daughters join the family in quick succession, and the household also includes Jgersttters widowed mother and Franziskas sister. The year is 1939. Austria has been annexed by Hitler the year before, and war has begun with the Nazi invasion of Poland.

It does not take long before the Jgersttters serene existence is brutally disrupted. The devoutly Catholic Austrian peasant is increasingly disturbed by the changes that have overtaken his neighbors and the village as a whole. The mayor has become a militant Nazi, inveighing against foreigners and other imagined threats. Jgersttter begins to make his feelings known and refuses to return the Nazi salute. Villagers react with fury, and the family is shunned. Neighbors spit at Jgersttter and his wife when they pass.

After a period of military training, Jgersttter returns home to a joyful reunion, but the family remains ostracized and threatened. The story then reaches a climax, after Jgersttter is called up for military service and immediately arrested when he refuses to take the formal oath to the Fuhrer.

Much of what follows is taken up with the drawn-out process leading to Jgersttters death. His correspondence with Franziska, read in voice-over, relates part of the story. Before his arrest, he is seen receiving counsel from such figures as his local pastor and later the Catholic bishop in the region. His mother and sister-in-law are anxious and angry over the consequences the family will face owing to Jgersttters stubborn refusal to take the oath.

Everyone, with the exception of his wife, urges him to compromise, to give in, in the face of certain death for him and ruin for his family. Jgersttter is unmoved. After his arrest, and later transport to Tegel prison in Berlin, he also rejects similar advice from his appointed defense counsel. The end comes with the guillotine, on August 9, 1943.

As with other Malick films, A Hidden Life is characterized at times by the minimal use of dialogue. Much of it passes quickly, in brief and interrupted conversations, almost as if the viewer is eavesdropping on the hidden life. The cast of the film is almost entirely German. Jgersttter and his wife, and occasionally other characters where necessary, speak in English that is very lightly accented, while the background conversation in the village, and the interactions with villagers and later with Nazi officials, occur in German. The unusual combination works, for the most part. The imagery and technique are also impressive, as with other films by Malick.

The strongest element of A Hidden Life is its depiction of a man who refuses to go along with the descent into fascist barbarism. It must be said, in a very limited but nonetheless significant way, that the persecution of Jgersttter calls to mind the vicious treatment to which Julian Assange and Chelsea Manning have been subjected because of their exposure of imperialist war crimes.

There are also some scenes, including a few interactions with fellow inmates in the Tegel prison yard, that evoke the kind of antiwar feeling effectively depicted in The Thin Red Line. On the other side, the outbursts of nationalism and chauvinism, while left quite general in the film, recall the contemporary eruption of fascistic rhetoric and policies, not just in the Trump presidency but also in various countries around the world.

This is very limited, however. For the most part, A Hidden Liferemains on the amorphous, metaphysical plane that has dominated most of Malicks recent films. Unlike Assange and Manning, Jgersttter has nothing to say about the concrete political situation. A major theme, left unstated but nonetheless present, is a fear of modernity, of urban life. Rural life is depicted as paradise on earth. Some of the early scenes are absurdly exaggerated. Jgersttter and his wife inhabit a romantic world of their own. Their family is a perfect one. Franziska is called on for little more than saintly behavior, and Jgersttter is Christlike in his sacrifice. This is no doubt intentional on the filmmakers part, contrasting the idyllic hamlet with the spiritual pollution of the city, from which the Nazis have emerged to destroy the peaceful existence of St. Radegund.

The other side of the Christian goodness of the Jgersttters is the generally sheep-like obedience of their neighbors. Good and evil are abstractly presented, and evil is victorious. The view of the masses of the population is a pessimistic one, seeing them as always susceptible to ignorance and demagogy.

You cant change the world, Jgersttter is told. What difference would it make? if he goes to his death, asks another who urges him to surrender. We all have blood on our hands, a third declares. But Franz is mute. His silence is all the testimony required. He does not say we dont all share responsibility, or that we can change the world. All he can do is offer himself up as a martyr.

At the same time, the films title and the final passage in George Eliots classic novel Middlemarch (1871-1872) from which it comes, and which appears on screen at its end, hint at the possibility of a broader and less pessimistic theme. The growing good of the world is partly dependent on unhistoric acts; and that things are not so ill with you and me as they might have been, is half owing to the number who lived faithfully a hidden life, and rest in unvisited tombs, Eliot wrote. In other words, this kind of life, though not widely known, has led to the growing good of the world. The key lies not in the relationship between the individual and God, but between the individual and the rest of humanity.

Eliot believed firmly in attempting to change the world. In the 1840s, she turned away from the evangelical religion of her youth and, as we noted on the WSWS in 2009, began to read everything, including French writerssuch as Rousseau, the utopian socialist Saint-Simon, and the scandalous novelist George Sandwho shocked even some of her new progressive friends. In March 1848, she [Eliot] welcomed the outbreak of the French Revolution and expressed contempt for the overthrown ruler, Louis-Philippe. She declined to sentimentalize over a pampered old man when the earth has its millions of unfed souls and bodies.

Eliot eventually translated into English a landmark work, German philosopher Ludwig Feuerbachs Das Wesen des Christentums (The Essence of Christianity), originally published in 1841. Several decades later, Frederick Engels observed that the work had placed materialism on the throne again Nothing exists outside nature and man, and the higher beings our religious fantasies have created are only the fantastic reflection of our own essence.

The realist, socially oriented ideals of Eliot and Middlemarch are not effectively dramatized by Malicks film. The reason lies in part in the directors choice of subject, a man who has little to do with the world and simply wants to be left alone. A very different look at the lives of civilians during the Third Reich has appeared in the past year, in the television drama Charit at War, available on Netflix. Set in Berlin between 1943 and 1945, the series does not provide an overall analysis of the period, but its characters are concretely engaged in the midst of the devastation of war. The resulting drama is connected to history in a way that A Hidden Life is not.

Writing about Tree of Life (2011), a weaker film, we noted on the WSWS that Malick had the obvious ability to capture individual images and suggest by intimate and intense visual means various ephemeral mental states, but that the truly innovative filmmaking of our time would need to join these elements to a far greater awareness of social processes and historical laws and to a far deeper immersion in life, not as a schema, but as it is actually lived.

2019 has been a year of mass social upheaval. We need you to help the WSWS and ICFI make 2020 the year of international socialist revival. We must expand our work and our influence in the international working class. If you agree, donate today. Thank you.

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Terrence Malick's A Hidden Life: An Austrian farmer's lonely defiance of the Nazis - World Socialist Web Site

Machine Learning in 2019 Was About Balancing Privacy and Progress – ITPro Today

The overall theme of the year was two-fold: how can this technology make our lives easier and how can we protect privacy while enjoying those benefits? Natural language processing development continued and enterprises increasingly looked to AI and machine learning in 2019 for automation. Meanwhile, consumers became more concerned about the privacy of all that data theyre creating and enterprises are collecting, with consequences for businesses especially those that rely on said data for various technological processes or must invest in ensuring its security.

This year was a big one for analytics, big data and artificial intelligence but at the current pace of development, every subsequent year in this sector seems bigger than the last. Here are five of the leading stories in big data, AI and machine learning in 2019, with an eye to how they may continue to unfold in 2020.

Related: Prepare for Machine Learning in the Enterprise

The dominance of Amazons digital personal assistant, Alexa, in the home is clear, but this falls slew of new Alexa product announcementswas a sign that the workplace is the logical next step. An Alexa-powered enterprise seems increasingly likely as Facebook, Google and Microsoft all put their own resources into advancing natural language processingfor both voice-powered assistants and chatbots. The tech will become even more important if the growth of robotic process automation (see below) also continues and it emerges as another way to automate things in the enterprise space.

In 2019, it became increasingly clear that the enterprise is past preparing for the impact of machine learningon their operations and into the time for action for organizations that want to stay ahead of the enterprise machine learning curve. According to Gartner, seven out of 10 enterprises will be using some form of AI in the workplace by 2021.

The countrys most populous state and one thats home to many tech companies finished negotiations for its GDPR-esque California Consumer Privacy Actin September, with the law taking effect on the first day of 2020. Many tech companies put up strong opposition to CCPR, but Microsoft unexpectedly announcedin November that it would apply the regulations to customers across the country. Its a sign that the tech giant anticipates that CCPR isnt the only law of its kind likely to take effect in the U.S., especially as the push for federal regulationscontinues. Microsoft recently announced a regulatory compliance dashboard in Azure and AI-powered recommendations in the Microsoft 365 admin center to include guidance for compliance with the European Unions General Data Protection Regulation.

The world beyond the United States continued to affect the adoption and use of machine learning and big data in this country in 2019. Visa issuesaffected not just talent acquisition a challenge for the enterprise in taking AI and machine learning in 2019 from the organizational wishlist to implementation but also research, as it hampered conference travel. Chinas own advancements in artificial intelligence, and the ethical issues related to data privacythat have emerged, could also affect policy and practices in the U.S. especially as things shift to 5G. Barring a sea change in China related to data collection and use, the country should continue to affect tech adoption here in the United States in 2020.

Robotic process automation a group of technologies that let line of business users set up, launch and administer virtual workers sans the IT department is still a small sector in software. Worldwide revenue was at $850 million in 2018. However, its also a quickly growing one because it frees up workers from routine work and cuts labor costs. As automation becomes more robust, natural language processing continues to advance quickly and data quality improves, look for this sectors growth to continue in 2020 -- with big potential in IT and HR departments in particular. Robotic process automation is here to assume the standardized, routine tasks for any organization that generates or uses data.

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Machine Learning in 2019 Was About Balancing Privacy and Progress - ITPro Today

TinyML as a Service and machine learning at the edge – Ericsson

This is the second post in a series about tiny machine learning (TinyML) at the deep IoT edge. Read our earlier introduction to TinyMl as-a-Service, to learn how it ranks in respect to traditional cloud-based machine learning or the embedded systems domain.

TinyML is an emerging concept (and community) to run ML inference on Ultra Low-Power (ULP ~1mW) microcontrollers. TinyML as a Service will democratize TinyML, allowing manufacturers to start their AI business with TinyML running on microcontrollers.

In this article, we introduce the challenges behind the applicability of ML concepts within the IoT embedded world. Furthermore, we emphasize how these challenges are not simply due to the constraints added by the limited capabilities of embedded devices but are also evident where the computation capabilities of ML-based IoT deployments are empowered by additional resources confined at the network edge.

To summarize the nature of these challenges, we can say:

Below, we take a closer look at each of these challenges.

Edge computing promises higher performing service provisioning, both from a computational and a connectivity point of view.

Edge nodes support the latency requirements of mission critical communications thanks to their proximity to the end-devices, and enhanced hardware and software capabilities allow execution of increasingly complex and resource-demanding services in the edge nodes. There is growing attention, investments and R&D to make execution of ML tasks at the network edge easier. In fact, there are already several ML-dedicated "edge" hardware examples (e.g. Edge TPU by Google, Jetson Nano by Nvidia, Movidius by Intel) which confirm this.

Therefore, the question we are asking is: what are the issues that the edge computing paradigm has not been able to completely solve yet? And how can these issues undermine the applicability of ML concepts in IoT and edge computing scenarios?

We intend to focus on and analyze five areas in particular: (Note: Some areas we describe below may have solutions through other emerging types of edge computing but are not yet commonly available).

Figure 1

The web and the embedded worlds feature very heterogeneous characteristics. Figure 1 (above) depicts how this high heterogeneity is characterized, by comparing qualitatively and quantitively the capacities of the two paradigms both from a hardware and software perspective. Web services can rely on powerful underlying CPU architectures with high memory and storage capabilities. From a software perspective, web technologies can be designed to choose and benefit from a multitude of sophisticated operating systems (OS) and complex software tools.

On the other hand, embedded systems can rely on the limited capacity of microcontroller units (MCUs) and CPUs that are much less powerful when compared with general-purpose and consumer CPUs. The same applies with memory and storage capabilities, where 500KB of SRAM and a few MBs of FLASH memory can already be considered a high resource. There have been several attempts to bring the flexibility of Linux-based systems in the embedded scenario (e.g. Yocto Project), but nevertheless most of 32bit MCU-based devices owns the capacity for running real-time operating systems and no more complex distribution.

In simple terms, when Linux can run, system deployment is made easier since software portability becomes straightforward. Furthermore, an even higher cross-platform software portability is also made possible thanks to the wide support and usage of lightweight virtualization technologies such as containers. With almost no effort, developers can basically ship the same software functionalities between entities operating under Linux distributions, as happens in the case of cloud and edge.

The impossibility of running Linux and container-based virtualization in MCUs represents one of the most limiting issue and bigger challenge for current deployments. In fact, it appears clear how in typical "cloud-edge-embedded devices" scenarios, cloud and edge services are developed and deployed with hardware and software technologies, which are fundamentally different and easier to be managed if compared to embedded technologies.

TinyML as-a-Service tries to tackle this issue by taking advantage of alternative (and lightweight) software solutions.

Figure 2

In the previous section, we considered on a high-level how the technological differences between web and embedded domains can implicitly and significantly affect the execution of ML tasks on IoT devices. Here, we analyze how a big technological gap exists also in the availability of ML-dedicated hardware and software web, edge, and embedded entities.

From a hardware perspective, during most of computing history there have been only a few types of processor, mostly available for general use. Recently, the relentless growth of artificial intelligence (AI) has led to the optimization of ML tasks for existing chip designs such as graphics processing units (GPUs), as well as the design of new dedicated hardware forms such as application specific integrated circuits (ASICs), which embed chips designed exclusively for the execution of specific ML operations. The common thread that connects all these new devices is their usage at the edge. In fact, these credit-card sized devices are designed with the idea of operating at the network edge.

At the beginning of this article we mentioned a few examples of this new family of devices (Edge TPU, Jetson Nano, Movidius). We foresee that in the near future even more big and small chip and hardware manufacturers will increasingly invest resources into the design and production of ML-dedicated hardware. However, it appears clear how, at least so far, there has not been the same effort in the embedded world.

Such a lack of hardware availability undermines somehow a homogeneous and seamless ML "cloud-to-embedded" deployments. In many scenarios, the software can help compensate for hardware deficiencies. However, the same boundaries that we find in the hardware sphere apply for the development of software tools. Today, in the web domain, there are hundreds of ML-oriented application software. Such availability is registering a constant growth thanks also to the possibility given by the different open source initiatives that allow passionate developers all over the world to merge efforts. The result is more effective, refined, and niche applications. However, the portability of these applications into embedded devices is not so straightforward. The usage of high-level programming languages (e.g., Python), as well as the large sizes of the software runtime (intended as both runtime system and runtime program lifecycle phase) are just some of the reasons why the software portability is painful if not impossible.

The main rationale behind the TinyML as-a-Service approach is precisely the one to break the existing wall between cloud/edge and embedded entities. However, to expect exactly the same ML experience in the embedded domain as we have in the web and enterprise world would be unrealistic. It is still an irrefutable fact that size matters. The execution of ML inference is the only operation that we reasonably foresee to be executed in an IoT device. We are happy to leave all the other cumbersome ML tasks, such as data processing and training, to the more equipped and resourceful side of the scenario depicted in Figure 2.

In the next article, we will go through the different features which characterize TinyML as-a-Service and share the technological approach underlying the TinyML as-a-Service concept.

In the meantime, if you have not read it yet, we recommend reading our earlier introduction to TinyMl as-a-Service.

The IoT world needs a complete ML experience. TinyML as-a-service can be one possible solution for making this enhanced experience possible, as well as expanding potential technology opportunities. Stay tuned!

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TinyML as a Service and machine learning at the edge - Ericsson

Another free web course to gain machine-learning skills (thanks, Finland), NIST probes ‘racist’ face-recog and more – The Register

Roundup As much of the Western world winds down for the Christmas period, here's a summary of this week's news from those machine-learning boffins who havent broken into the eggnog too early.

Finland, Finland, Finland: The Nordic country everyone thinks is part of Scandinavia but isnt has long punched above its weight on the technology front as the home of Nokia, the Linux kernel, and so on. Now the Suomi state is making a crash course in artificial intelligence free to all.

The Elements of AI series was originally meant to be just for Finns to get up to speed on the basics of AI theory and practice. Many Finns have already done so, but as a Christmas present, the Finnish government is now making it available for everyone to try.

The course takes about six weeks to complete, with six individual modules and is available in English, Swedish, Estonian, Finnish, and German. If you complete 90 per cent of the course and get 50 per cent of the answers right then the course managers will send you a nice certificate.

Meanwhile, don't forget there are many cool and useful free online courses on neural networks and the like, such as Fast.ai's excellent series and Stanford's top-tier lectures and notes.

Yep, AL still racist and sexist: A major study by the US National Institute of Standards and Technology, better known as NIST, has revealed major failings in today's facial-recognition systems.

The study examined 189 software algorithms from 99 developers, although interestingly Amazons Rekognition engine didnt take part, and the results arent pretty. When it came to recognizing Asian and African American faces, the algorithms were wildly inaccurate compared to matching Caucasian faces, especially with systems from US developers.

While it is usually incorrect to make statements across algorithms, we found empirical evidence for the existence of demographic differentials in the majority of the face recognition algorithms we studied, said Patrick Grother, a NIST computer scientist and the reports primary author.

While we do not explore what might cause these differentials, this data will be valuable to policymakers, developers and end users in thinking about the limitations and appropriate use of these algorithms.

For sale: baby shoes, never worn: As Hemmingway put it, the death of a child is one of the greatest tragedies that can occur, and Microsoft wants to do something about that using machine learning.

Redmond boffins worked with Tatiana Anderson and Jan-Marino Ramirez at Seattle Childrens Research Institute, in America, and Edwin Mitchell at the University of Auckland, New Zealand, to analyse Sudden Unexpected Infant Death (SUID) cases. Using a decades worth of data from the US Center for Disease Control (CDC), covering over 41 million births and 37,000 SUID deaths, the team sought to use specially prepared logistic-regression models to turn up some insights.

The results, published in the journal Pediatrics, were surprising: there was a clear difference between deaths that occurred in the first week after birth, dubbed SUEND, which stands for Sudden Unexpected Early Neonatal Death, and those that occurred between the first week and the end of a childs first year.

In the case of SUID, they found that rates were higher for unmarried, young mothers (between 15 and 24 years old), while this was not the case for SUEND cases. Instead, maternal smoking was highlighted as a major causative factor in SUEND situations, as were the length of pregnancy and birth weight.

The team are now using the model to look down other causative factors, be they genetic, environmental or something else. Hopefully such research will save many more lives in the future.

AI cracking calculus: Calculus, the bane of many schoolchildrens lives, appears to be right up AIs street.

A team of Facebook eggheads built a natural-language processing engine to understand and solve calculus problems, and compared the output with Wolfram Mathematica's output. The results were pretty stark: for basic equations, the AI solved them with 98 per cent accuracy, compared to 85 per cent for Mathematica.

With more complex calculations, however, the AIs accuracy drops off. It scored 81 per cent for a harder differential equation and just 40 per cent for more complex calculations.

These results are surprising given the difficulty of neural models to perform simpler tasks like integer addition or multiplication, the team said in a paper [PDF] on Arxiv. These results suggest that in the future, standard mathematical frameworks may benefit from integrating neural components in their solvers.

Deep-fake crackdown: Speaking of Facebook: today, the antisocial network put out an announcement that it had shut down two sets of fake accounts pushing propaganda. One campaign, originating in the country of Georgia, had 39 Facebook accounts, 344 Pages, 13 Groups, and 22 Instagram accounts, now all shut down. The network was linked to the nation's Panda advertising agency, and was pushing pro-Georgian-government material.

What's the AI angle? Here it is: the other campaign was based in Vietnam, and was devoted to influencing US voters using Western-looking avatars generated by deep-fake software a la thispersondoesnotexist.com.

Some 610 accounts, 89 Pages, 156 Groups and 72 Instagram accounts were shut down. The effort was traced to a group calling itself Beauty of Life (BL), which Facebook linked to the Epoch Media Group, a stateside biz that's very fond of President Trump and spent $9.5m in Facebook advertising to push its messages.

"The BL-focused network repeatedly violated a number of our policies, including our policies against coordinated inauthentic behavior, spam and misrepresentation, to name just a few," said Nathaniel Gleicher, Head of Security Policy at Facebook.

"The BL is now banned from Facebook. We are continuing to investigate all linked networks, and will take action as appropriate if we determine they are engaged in deceptive behavior."

Facebook acknowledged that it took the action as a result of its own investigation and "benefited from open source reporting." This almost certainly refers to bullshit-busting website Snopes, which uncovered the BL network last month.

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Another free web course to gain machine-learning skills (thanks, Finland), NIST probes 'racist' face-recog and more - The Register

Want to dive into the lucrative world of deep learning? Take this $29 class. – Mashable

Just to let you know, if you buy something featured here, Mashable might earn an affiliate commission.From AI to sentiment analysis, the Ultimate Deep Learning class covers it all.

Image: pexels

By StackCommerceMashable Shopping2019-12-24 10:00:00 UTC

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Want to dive into the lucrative world of deep learning? Take this $29 class. - Mashable

Scientists in Scotland help develop worlds first encryption system that is unbreakable by hackers – The Independent

The worlds first uncrackable security system has been developed by researchers in Scotland, it has been claimed.

Computer scientists have long feared the arrival of quantum computing would allow encrypted data to be easily decoded by hackers.

But a global team,including scientists from the University of St Andrews, say they have achieved perfect secrecy by creating a chip which effectively generates a one-time-only key every time data is sent through it.

Sharing the full story, not just the headlines

Its the equivalent of standing talking to someone using two paper-cups attached by string, said Professor Andrea Di Falco of the School of Physics and Astronomy at the university. If you scrunched up the cups when speaking it would mask the sound, but each time it would be scrunched differently so it could never be hacked.

This new technique is absolutely unbreakable.

Southampton's Jack Stephens scores their second goal against Aston Villa

Reuters

The coffin arrives for the funeral of London Bridge terror attack victim Jack Merritt at Great St Mary's Church in Cambridge

PA

Queen Elizabeth II and her son Prince Charles walk behind the Imperial State Crown as they proccess through the Royal Gallery, before the Queen's Speech, during the State Opening of Parliament

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Luke Jerram's art installation 'Gaia', a replica of planet earth created using detailed Nasa imagery of the Earth's surface, hangs on display at the Eden Project in St Austell, Cornwall

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A surfer gets into the festive spirit at the inland surfing lagoon at The Wave, near Bristol

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Snowy conditions near Deepdale in the Yorkshire Dales National Park as snow hits parts of the UK

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Oisin Carson, 5, picks a Christmas tree at Wicklow Way Christmas tree farm in Roundwood

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First Minister, Nicola Sturgeon, takes a selfie as she joins the SNPs newly elected MPs for a group photo outside the V&A Museum in Dundee, Scotland

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Prime Minister Boris Johnson and Carrie Symonds arrive back at Downing Street after the results for the general election were announced. The Conservative Party won with an overall majority

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A dog outside a polling station during the general election in Northumberland

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Liberal Democrat leader Jo Swinson stands between a Stop Brexit sign as she attends a general election campaign event at Esher Rugby Club, south west London. Britain will go to the polls tomorrow to vote

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Leah Rossiter (left) and Ceara Carney, dressed as mermaids, join members of the Irish Wildlife Trust and Extinction Rebellion Ireland protesting outside Leinster House in Dublin, against overfishing in Irish Waters

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Labour party leader Jeremy Corbyn poses for selfies with supporters at a general election rally in Colwyn Bay, north Wales

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Speedo Mick outside the stadium before the Premier League match between Everton and Chelsea at Goodison Park

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A climate activist wearing a mask and holding a placard reading 'Fossil fuel era is over' outside Millbank Studios in London

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SNP leader Nicola Sturgeon with the SNP campaign bus in front of the Queensferry Crossing, while on the General Election campaign trail in Scotland

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The Christmas tree in Trafalgar Square, which is given every year by the city of Oslo as a token of Norwegian gratitude to the people of London for their assistance during the Second World War

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Protesters against the visit of US President Trump during a demonstration near Buckingham Palace on the first day of the Nato Summit in London

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England captain Joe Root celebrates reaching his double century during day 4 of the second Test match against New Zealand at Seddon Park in Hamilton, New Zealand

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A hard frost is seen on the first day of the meteorological winter in Pitlochry, Scotland

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A police officer looks at flowers left at London Bridge in central London, after a terrorist wearing a fake suicide vest who went on a knife rampage killing two people, and was shot dead by police

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School children and students take part in the Youth Strike for Climate in London as part of the Fridays for Future Global Climate Strike

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Cyclists make their way up a tree lined hill near to Moor Crichel in Dorset. November's dismal weather will finally change, with drier and colder conditions coming for the start of December, forecasters have said

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The moment a swan flew over a flock of 60,000 starlings as dusk fell on Whixall Moss Nature Reserve in Shropshire

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SNP leader Nicola Sturgeon plays with local children during a visit to the Jelly Tots & Cookies Play Cafe in Uddingston, South Lanarkshire

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Prime Minister Boris Johnson poses with sheep as he visits the Royal Welsh Showground, in Llanelwedd, Builth Wells, whilst on the General Election campaign trail

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Cush Jumbo attends the 65th Evening Standard Theatre Awards at London Coliseum

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Labour Party leader Jeremy Corbyn meets a supporter on a train on his return from a visit to Sheffield

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Gallery assistants adjust 'The Ancient Town of Uglich' by Konstantin Yuon, 1913, estimated at 600,000 to 800,000, during a press preview of the sale of works by some of the most pre-eminent creators of Russian art at Sotheby's in London

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A mother seal appears to hug her pup as grey seals return to Donna Nook National Nature Reserve in Lincolnshire, where they come every year in late autumn and winter to give birth

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After Mauricio Pochettino's sacking the eveninfg before newly appointed Tottenham head coach, Jose Mourinho, takes his first training session in charge

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Prime Minister Boris Johnson during a visit to Jimmy Egan's Boxing Academy at Wythenshawe, while on the campaign trail ahead of the General Election

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Mist over Buttermere lake in the Lake District

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Stefanos Tsitsipas lifts the winners trophy after beating Dominic Thiem at the ATP World Tour Finals tennis tournament in London

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Duke of York, speaking for the first time about his links to Jeffrey Epstein in an interview with BBC Newsnight's Emily Maitlis

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Brazilian indigenous leader, Kreta Kaingang from the Kaingang People, holds a petition letter with over 200,000 signatures asking the UK government to suspend trade talks with Brazil until the Amazon and its people are protected, as he poses outside 10 Downing Street

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Spanning all four spaces and the corridor of the White Cube Bermondsey gallery Anselm Kiefer's new exhibition encompasses large-scale painting and installation

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Labour leader Jeremy Corbyn wears a pair of mittens that say 'Pick Pam', referring to Labour MP Pam Duncan-Glancy (not pictured) as he visits the Heart of Scotstoun Community Centre in Glasgow

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Head glass conservator Sam Kelly inspects the Angeli Laudantes and Angeli Ministrantes stained glass windows at Salisbury Cathedral as restoration work to clean, conserve and restore the windows, installed in 1879, gets underway

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Flooding in the village of Fishlake near Doncaster after a month's worth of rain fell in 24 hours

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World War II Supermarine Spitfire fighter performs a flyover over White Cliffs of Dover during Remembrance Sunday celebrations

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Snow falling in Glyn Ceiriog near Llangollen in Denbighshire

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Scottish National Party candidates, including SNP Westminster leader Ian Blackford (centre left) and Nicola Sturgeon (centre), with a Brexit message at the party's General Election campaign launch in Edinburgh

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Delivery lorry stuck in flood water at Coston Ford, Leicestershire after heavy rainfall in the area

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British Prime Minister Boris Johnson makes a statement to announce the general election at Downing Street in London, Britain

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Liberal Democrat leader Jo Swinson speaking at the launch of their general election campaign at the Institute of Civil Engineers in London

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Scientists in Scotland help develop worlds first encryption system that is unbreakable by hackers - The Independent

What’s that? Encryption’s OK now? UK politicos Brexit from Whatsapp to Signal – The Register

It's not just the European Union the UK's ruling party wishes to leave. According to the Guardian, the recently victorious Conservative party is switching from WhatsApp to Signal, in order to accommodate its new influx of MPs.

Unlike WhatsApp, which has a hard limit of 256 members for a group, Signal supports an unlimited number of participants.

The switch to Signal will also allow the Conservative party to stem the flow of leaks emerging from its inner circle.

Earlier this year, Buzzfeed published internal WhatsApp conversations that showed trepidation among Tory parliamentarians that members in marginal seats may lose to the Labour party. Other leaked messages highlighted division within the party, particularly over the fundamental issue of Brexit.

For its part, Labour relied on closed WhatsApp groups to disseminate its general election messages widely, with controversial org Momentum using it to issue "WhatsApp cascades" on polling day, shared on with an estimated 400,000 "young people", amongst other allegations about secret WhatsApp groups.

Like WhatsApp, Signal has end-to-end encryption baked in, preventing a foreign power or individual from accessing sensitive conversations. In addition, it also includes settings, which, when enabled, self-destructs messages after a period of time.

Unfortunately, Signal doesn't allow group moderators to block individuals from taking screenshots, which would frustrate the process of leaking a conversation to the press.

There is a tinge of irony in politicians adopting an encrypted messaging system like Signal.

British government officials have for years called upon tech firms to break encryption to facilitate the access of conversations to law enforcement most notably former Home Sec and PM Theresa May, and later former Home Sec Amber Rudd but more lately current UK Home Secretary Priti Patel.

Erstwhile Prime Minister David Cameron even proposed banning online messaging applications that support end-to-end encryption.

That notwithstanding, Signal is increasingly used in governmental spheres. In 2017, the US Senate Sergeant at Arms approved the app as a communications tool for staffers and legislators alike.

The app has also been endorsed by Edward Snowden, the fugitive former CIA employee, who disclosed the depth of US government surveillance against the general public.

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What's that? Encryption's OK now? UK politicos Brexit from Whatsapp to Signal - The Register