05 August 2019

AI & RPA led Renovation: Three Critical Activities for Success of your Enterprise


Most CEOs have understood the importance of automation led renovation in their organization. Using data driven insights, they would like to see 15-20% EBITDA gains in sales, marketing, R&D, manufacturing, & supply chain.
However, becoming data-driven is becoming a challenge for all the CEOs. They want it, but the initiatives & actions to embed and assimilate data in operational excellence at an enterprise level mostly fails. This is because they
  • Plan to see the benefits of embracing data too soon – without proper sanitization, cleansing & curation
  • Try to reinvent the core IT systems – that can be strenuous on the budget & can take time
  • Have no sustainability plan in mind
One thing to keep in mind when planning such large transition & transformation plan is that the current market is very dynamic and the rules of the game are changing very frequently, so what they need is an agile model, focused upon results, and action items, which are manageable. They need a roadmap that can give them security about the future, not kill them during the process.
The most important key driver for such initiatives to succeed is – cost effectiveness, manageability & sustainability.
Three simple ways that mitigates the risk of the future and the outcomes of the renovation are:
#1: Start with Proof of Concepts (POCs) & Pilots
Identify routine activities, low hanging fruits as the first cases for POCs & Pilots. These POCs & pilots should be finished off in either weeks & quarter, and no longer. The experience from these initiatives will give an overview of how ready is your environment to proceed with automation of other simple/complex use-cases and rolling out these automated use-cases to the complete enterprise.
In this step, it is also important to start building plans for talent acquisition, enterprise learning and capacity enhancements.
#2: Communicating the larger picture
This activity can start while the first step is still underway.
Though the enterprise readiness for a complete automation is still distant & depends upon the results of the POCs/Pilots, today or tomorrow, the enterprise has to align itself with the automation roadmap. Hence, it is pertinent that some initial hypothesis & governance are ready for building the portfolio of automation: identification of departments, prioritizing units amongst them, finding out use-cases in those units. These activities needs to be accepted by the concerned teams, therefore, communicating and getting their buy-in is important. This also helps to understand and plan for the ground level challenges which leadership have to ponder over for an enterprise wide automation-acceptance journey.
#3: Structuring for Sustainability
This step comes into picture when the other two activities are in place – enterprise is ready to rollout automation and necessary funding & buy-ins from relevant stakeholders is in place. Now is the time to start planning for the culture change in the enterprise. Employees working in silos have to come together (because now routine works that were performed in silos are over & more collaborative, knowledge driven work is expected); way-of-work has to change & the leaders have to make necessary organizational level change to sustain the automation: maybe change management program to inculcate new mindset, behaviors etc.         
There are other important processes as well which needs to be undertaken – building operating model, procuring infrastructure, deciding on legacy systems (phasing out).
Executives are motivated to use automation to reduce costs, improve efficiencies & performance of the system. Adopting automation at small scale is good, but devising & formulating an enterprise wide roadmap & strategy is the key for sustaining the business in today’s world. Their renovation journey to adopt automation will be successful by being agile, structured, disciplined and pragmatic.

Instagram and Facebook are experiencing outages


Users reported issues with Instagram and Facebook Sunday morning.

[Update as of 12:45 p.m. pacific] Facebook says the outage affecting its apps has been resolved.

“Earlier today some people may have had trouble accessing the Facebook family of apps due to a networking issue. We have resolved the issue and are fully back up, we apologize for the inconvenience,” a Facebook company spokesperson said in a statement provided to TechCrunch.

The mobile apps wouldn’t load for many users beginning in the early hours of the morning, prompting thousands to take to Twitter to complain about the outage. #facebookdown and #instagramdown are both trending on Twitter at time of publish.


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An Interactive, Automated 3D Reconstruction of a Fly Brain




The goal of connectomics research is to map the brain’s "wiring diagram" in order to understand how the nervous system works. A primary target of recent work is the brain of the fruit fly (Drosophila melanogaster), which is a well-established research animal in biology. Eight Nobel Prizes have been awarded for fruit fly research that has led to advances in molecular biology, genetics, and neuroscience. An important advantage of flies is their size: Drosophila brains are relatively small (one hundred thousand neurons) compared to, for example, a mouse brain (one hundred million neurons) or a human brain (one hundred billion neurons). This makes fly brains easier to study as a complete circuit.

Today, in collaboration with the Howard Hughes Medical Institute (HHMI) Janelia Research Campus and Cambridge University, we are excited to publish “Automated Reconstruction of a Serial-Section EM Drosophila Brain with Flood-Filling Networks and Local Realignment”, a new research paper that presents the automated reconstruction of an entire fruit fly brain. We are also making the full results available for anyone to download or to browse online using an interactive, 3D interface we developed called Neuroglancer.
A 40-trillion pixel fly brain reconstruction, open to anyone for interactive viewing. Bottom right: smaller datasets that Google AI analyzed in publications in 2016 and 2018.
Automated Reconstruction of 40 Trillion Pixels
Our collaborators at HHMI sectioned a fly brain into thousands of ultra-thin 40-nanometer slices, imaged each slice using a transmission electron microscope (resulting in over forty trillion pixels of brain imagery), and then aligned the 2D images into a coherent, 3D image volume of the entire fly brain. Using thousands of Cloud TPUs we then applied Flood-Filling Networks (FFNs), which automatically traced each individual neuron in the fly brain.

While the algorithm generally performed well, we found performance degraded when the alignment was imperfect (image content in consecutive sections was not stable) or when occasionally there were multiple consecutive slices missing due to difficulties associated with the sectioning and imaging process. In order to compensate for these issues we combined FFNs with two new procedures. First, we estimated the slice-to-slice consistency everywhere in the 3D image and then locally stabilized the image content as the FFN traced each neuron. Second, we used a “Segmentation-Enhanced CycleGAN” (SECGAN) to computationally “hallucinate” missing slices in the image volume. SECGANs are a type of generative adversarial network specialized for image segmentation. We found that the FFN was able to trace through locations with multiple missing slices much more robustly when using the SECGAN-hallucinated image data.
Interactive Visualization of the Fly Brain with Neuroglancer
When working with 3D images that contain trillions of pixels and objects with complicated shapes, visualization is both essential and difficult. Inspired by Google’s history of developing new visualization technologies, we designed a new tool that was scalable and powerful, but also accessible to anybody with a web browser that supports WebGL. The result is Neuroglancer, an open-source project (github) that enables viewing of petabyte-scale 3D volumes, and supports many advanced features such as arbitrary-axis cross-sectional reslicing, multi-resolution meshes, and the powerful ability to develop custom analysis workflows via integration with Python. This tool has become heavily used by collaborators at the Allen Institute for Brain Science, Harvard University, HHMI, Max Planck Institute, MIT, Princeton University, and elsewhere.
A recorded demonstration of Neuroglancer. Interactive version available here.
Next Steps
Our collaborators at HHMI and Cambridge University have already begun using this reconstruction to accelerate their studies of learning, memory, and perception in the fly brain. However, the results described above are not yet a true connectome since establishing a connectome requires the identification of synapses. We are working closely with the FlyEM team at Janelia Research Campus to create a highly verified and exhaustive connectome of the fly brain using images acquired with “FIB-SEM” technology.

Acknowledgements
We would like to acknowledge core contributions from Tim Blakely, Viren Jain, Michal Januszewski, Laramie Leavitt, Larry Lindsey, Mike Tyka (Google), as well as Alex Bates, Davi Bock, Greg Jefferis, Feng Li, Mathew Nichols, Eric Perlman, Istvan Taisz, and Zhihao Zheng (Cambridge University, HHMI Janelia, Johns Hopkins University, and University of Vermont).

Cloudflare will stop service to 8chan, which CEO Matthew Prince describes as a ‘cesspool of hate’


Website infrastructure and security services provider Cloudflare will stop providing service to 8chan, wrote Matthew Prince in a blog post, describing the site as a “cesspool of hate.” Service will be terminated as of midnight Pacific Time.

“The rationale is simple: they have proven themselves to be lawless and that lawlessness has caused multiple tragic deaths,” wrote Prince. “Even if 8chan may not have violated the letter of the law in refusing to moderate their hate-filled community, they have created an environment that revels in violating its spirit.”

The decision was made after the suspect in this weekend’s mass shooting at El Paso posted a lengthy racist and anti-immigration “manifesto” to 8chan almost immediately before the attack, which killed at least 20 people. Federal authorities are treating the shooting as an act of domestic terrorism and the Justice Department is also considering bringing federal hate crime and firearm charges, which both potentially carry the death penalty, against the shooter.

8chan was also used by the perpetrator in March’s terrorist attacks on two Christchurch, New Zealand mosques, as well as the suspect in the April shooting at a synagogue in Poway, California.

“The El Paso shooter specifically referenced the Christchurch incident and appears to have been inspired by the largely unmoderated discussions on 8chan which glorified the previous massacre,” wrote Prince. “In a separate tragedy, the suspected killer in the Poway, California synagogue shooting also posted a hate-filled ‘open letter’ on 8chan. 8chan has repeatedly proven itself to be a cesspool of hate.”

Before Cloudflare announced its decision to terminate service to 8chan, Prince spoke to reporters from The Guardian and The New York Times, telling The Guardian that he wanted to “kick 8chan off our network,” but also (in the later interview with The New York Times), expressed hesitation because terminating service may make it harder for law enforcement officials to access information on the site.

(8chan creator Fredrick Brennan, who intended the site to be a free speech alternative to message board 4chan but has now distanced himself from the site and its current owners, told The New York Times he now wants it to be shut down).

In his blog post, Prince explained Cloudflare’s ultimate decision to cut service, writing that more than 19 million internet properties use Cloudflare’s services and the company “[did] not take this decision lightly.”

“We reluctantly tolerate content that we find reprehensible, but we draw the line at platforms that have demonstrated they directly inspire tragic events and are lawless by design. 8chan has crossed that line,” he wrote.” It will therefore no longer be allowed to use our services.”

This is not the first time Cloudflare has cut off service to a site for enabling the spread of racism and violence. Cloudflare previously terminated service to white supremacist site Daily Stormer in August 2017, but noted that the site went back online after switching to a Cloudflare competitor. “Today, the Daily Stormer is still available and still disgusting. They have bragged that they have more readers than ever. They are no longer Cloudflare’s problem, but they remain the Internet’s problem,” Prince wrote.

Prince says he sees the situation with 8chan playing out in a similar way. Since terminating service to the Daily Stormer, Prince says Cloudflare has worked with law enforcement and civil society organizations, resulting in the company “cooperating around monitoring potential hate sites on our network and notifying law enforcement when there was content that contained a legal process to share information when we can hopefully prevent horrific acts of violence.”

But Prince added that the company “continue[s] to feel incredibly uncomfortable about playing the role of content arbiter and do not plan to exercise it often,” adding that this is not “due to some conception of the United States’ First Amendment,” since Cloudflare is a private company (and most of its customers, and more than half of its revenue, are outside the United States).

Instead, Cloudflare “will continue to engage with lawmakers around the world as they set the boundaries of what is acceptable in those countries through due process of law. And we will comply with those boundaries when and where they are set.”

Cloudflare’s decision may increase scrutiny on Amazon, since 8chan’s operator Jim Watkins sells audiobooks on Amazon.com and Audible, creating what the Daily Beast refers to as “his financial lifeline to the outside world.”


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SoftBank-backed Fair taps three executives to lead vehicle subscription app expansion


Fair, the vehicle subscription startup backed by SoftBank, is loading its executive team with veterans in the tech, venture and automotive industries as it seeks to build out its Uber leasing program and expand beyond North America.

Fair.com today announced three key hires to lead the development of its car subscription app, financing department and leasing program with Uber.

Jay Trinidad, a former Google and Discovery Networks executive, is now chief product officer. Trinidad will direct the company’s app development and technology efforts. Former chief accounting officer of TrueCar John Pierantoni has been hired as senior vice president of finance and risk.

Pat Wilkison, general partner of venture firm Exponential Partners — an early investor in Fair — will run the startup’s Uber program.

The three hires are critical additions for the three-year-old startup as it tries to convince consumers to try its car-as-a-service platform over buying or leasing a vehicle from a traditional dealership or other online sales upstarts. The advantage for Fair, aside from the $1.5 billion treasure chest it has amassed — is the platform itself.

The company was founded by automotive, retail and banking executives, including Scott Painter, former founder and CEO of TrueCar, on the premise that today’s consumers, including those in the gig economy, want flexibility.

Fair has tweaked the traditional lease to give consumers more options. Users can subscribe to the program and switch vehicles through the term of their “lease.”

It’s a capital-intensive business model that requires the kind of experience that Painter believes these three executives can deliver.

The hires will help drive Fair’s aggressive efforts around payment, infrastructure and financial planning as it scales its flexible car ownership model internationally and tries to make a name for itself on the global stage.

“A critical part of our transformation effort is deepening our bench of talented executives to set us up for success now and into the future,” Painter said.

The three hires come on the heels of rapid growth, a critical acquisition and huge Series B funding round of $385 million led by SoftBank, with participation from Exponential Ventures, Munich Re Venture’s ERGO Fund, G Squared and CreditEase.

“After closing $385M in our Series B, it’s time to put that capital to work for us to buy cars and propel growth—with this new executive team providing us with important insights and leadership.” Painter said in a statement. “Jay will eliminate execution risk and bring in operational and strategic expertise, Pat is an investor-turned-employee crusader, while John is a world-class financial and accounting expert around whom we can build a sound subscription business and strong auto insurance division.”

Fair acquired in January 2018 the active leasing portfolio of Xchange Leasing, a service Uber first established in 2015 to lease new and nearly new vehicles to drivers who did not come to the service with their own cars.

That acquisition laid the foundation for what has become a big piece of Fair’s business today. Some 45% of Fair’s cars are used by Uber drivers today.

Fair also has aspirations to expand beyond the U.S., Trinidad told TechCrunch in a recent interview. The company hasn’t publicly disclosed which countries it might go to first. Europe and Asia, particularly considering Trinidad’s long background in the region, would be the most likely markets for Fair.

In the next year, the company hopes to move into international markets and grow its workforce, which will likely mean moving into a bigger office, Trinidad said.

“I really think in a year’s time, at least in the markets we’re targeting such as Los Angeles and San Francisco, you’ll start to hear ‘Why not Fair a car instead of buying or leasing one?’ It will be a third option people consider.”


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On second attempt, hoverboard inventor successfully crosses Channel


Following a failed attempt in July, French inventor Franky Zapata successfully crossed the Channel on top of a hoverboard this weekend. Starting his trek in Sangatte in northern France, the journey took 20 minutes, before landing in St. Margaret’s Bay, England.

“For the last five to six kilometers I just really enjoyed it,” Zapata told Reuters and other reporters, on landing near Dover. “Whether this is a historic event or not, I’m not the one to decide that, time will tell.”

Zapata, a former jet ski racer, developed the Flyboard Air some three years back. On July 14, Zapata took part in France’s Bastille Day military parade, riding the Air. That same month, he attempted the feat a first time, only to fall into the water when attempting to land on a boat-mounted platform in order to refuel.

He stopped again to refuel midway, but did so without incident this time out. Three helicopters were along for the ride and a crowd of dozens of well-wishers were on hand to cheer him upon landing.


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AT&T is offering free Spotify to select Unlimited subscribers


AT&T is sweetening the deal on its Unlimited & More Premium plan this week, with the addition of free Spotify Premium. That amounts to a $10 a month savings for those paying the $80 a month for the wireless service. The plan offers one of seven free partner services, including HBO, Cinemax, Showtime, Starz, VRV, Pandora and now Spotify.

There’s fine print, because of course there is. The deal applies specifically to the Unlimited & More Premium plan, while other AT&T subscribers can get a six month trial of Premium for free. After that time, things revert to the regular price.

Existing Spotify Premium subscribers, meanwhile, can keep their account but get the service for free by signing up on all of the proper places on AT&T’s site.

The deal mirrors a similar partnership between Verizon and Apple Music, the services’ largest competitors, respectively. AT&T is currently the U.S.’s largest carrier by a slight edge. Spotify, meanwhile, continues to have a sizable advantage in paid subscriber numbers at more than 100 million, to Apple’s 60 million.


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UK watchdog eyeing PM Boris Johnson’s Facebook ads data grab


The online campaigning activities of the UK’s new prime minister, Boris Johnson, have already caught the eye of the country’s data protection watchdog.

Responding to concerns about the scope of data processing set out in the Conservative Party’s Privacy Policy being flagged to it by a Twitter user, the Information Commissioner’s Office replied that: “This is something we are aware of and we are making enquiries.”

The Privacy Policy is currently being attached to an online call to action that ask Brits to tell the party what the most “important issue” to them and their family is, alongside submitting their personal data.

Anyone sending their contact details to the party is also asked to pick from a pre-populated list of 18 issues the three most important to them. The list runs the gamut from the National Health Service to brexit, terrorism, the environment, housing, racism and animal welfare, to name a few. The online form also asks responders to select from a list how they voted at the last General Election — to help make the results “representative”. A final question asks which party they would vote for if a General Election were called today.

Speculation is rife in the UK right now that Johnson, who only became PM two weeks ago, is already preparing for a general election. His minority government has been reduced to a majority of just one MP after the party lost a by-election to the Liberal Democrats last week, even as an October 31 brexit-related deadline fast approaches.

People who submit their personal data to the Conservative’s online survey are also asked to share it with friends with “strong views about the issues”, via social sharing buttons for Facebook and Twitter or email.

“By clicking Submit, I agree to the Conservative Party using the information I provide to keep me updated via email, online advertisements and direct mail about the Party’s campaigns and opportunities to get involved,” runs a note under the initial ‘submit — and see more’ button, which also links to the Privacy Policy “for more information”.

If you click through to the Privacy Policy will find a laundry list of examples of types of data the party says it may collect about you — including what it describes as “opinions on topical issues”; “family connections”; “IP address, cookies and other technical information that you may share when you interact with our website”; and “commercially available data – such as consumer, lifestyle, household and behavioural data”.

“We may also collect special categories of information such as: Political Opinions; Voting intentions; Racial or ethnic origin; Religious views,” it further notes, and it goes on to claim its legal basis for processing this type of sensitive data is for supporting and promoting “democratic engagement and our legitimate interest to understand the electorate and identify Conservative supporters”.

Third party sources for acquiring data to feed its political campaigning activity listed in the policy include “social media platforms, where you have made the information public, or you have made the information available in a social media forum run by the Party” and “commercial organisations”, as well as “publicly accessible sources or other public records”.

“We collect data with the intention of using it primarily for political activities,” the policy adds, without specifying examples of what else people’s data might be used for.

It goes on to state that harvested personal data will be combined with other sources of data (including commercially available data) to profile voters — and “make a prediction about your lifestyle and habits”.

This processing will in turn be used to determine whether or not to send a voter campaign materials and, if so, to tailor the messages contained within it. 

In a nutshell this is describing social media microtargeting, such as Facebook ads, but for political purposes; a still unregulated practice that the UK’s information commissioner warned a year ago risks undermining trust in democracy.

Last year Elizabeth Denham went so far as to call for an ‘ethical pause’ in the use of microtargeting tools for political campaigning purposes. But, a quick glance at Facebook’s Ad Library Archive — which it launched in response to concerns about the lack of transparency around political ads on its platform, saying it will imprints of ads sent by political parties for up to seven years — the polar opposite has happened.

Since last year’s warning about democratic processes being undermined by big data mining social media platforms, the ICO has also warned that behavioral ad targeting does not comply with European privacy law. (Though it said it will give the industry time to amend its practices rather than step in to protect people’s rights right now.)

Denham has also been calling for a code of conduct to ensure voters understand how and why they’re being targeted with customized political messages, telling a parliamentary committee enquiry investigating online disinformation early last year that the use of such tools “may have got ahead of where the law is” — and that the chain of entities involved in passing around voters’ data for the purposes of profiling is “much too opaque”.

“I think it might be time for a code of conduct so that everybody is on a level playing field and knows what the rules are,” she said in March 2018, adding that the use of analytics and algorithms to make decisions about the microtargeting of voters “might not have transparency and the law behind them.”

The DCMS later urged government to fast-track changes to electoral law to reflect the use of powerful new voter targeting technologies — including calling for a total ban on microtargeting political ads at so-called ‘lookalike’ audiences online.

The government, then led by Theresa May, gave little heed to the committee’s recommendations.

And from the moment he arrived in Number 10 Downing Street last month, after winning a leadership vote of the Conservative Party’s membership, new prime minister Johnson began running scores of Facebook ads to test voter opinion.

Sky News reported that the Conservative Party ran 280 ads on Facebook platforms on the PM’s first full day in office. At the time of writing the party is still ploughing money into Facebook ads, per Facebook’s Ad Library Archive — shelling out £25,270 in the past seven days alone to run 2,464 ads, per Facebook’s Ad Library Report, which makes it by far the biggest UK advertiser by spend for the period.

Screenshot 2019 08 05 at 16.45.48

The Tories’ latest crop of Facebook ads contain another call to action — this time regarding a Johnson pledge to put 20,000 more police officers on the streets. Any Facebook users who clicks the embedded link is redirected to a Conservative Party webpage described as a ‘New police locator’, which informs them: “We’re recruiting 20,000 new police officers, starting right now. Want to see more police in your area? Put your postcode in to let Boris know.”

But anyone who inputs their personal data into this online form will also be letting the Conservatives know a lot more about them than just that they want more police on their local beat. In small print the website notes that those clicking submit are also agreeing to the party processing their data for its full suite of campaign purposes — as contained in the expansive terms of its Privacy Policy mentioned above.

So, basically, it’s another data grab…

Screenshot 2019 08 05 at 16.51.12

Political microtargeting was of course core to the online modus operandi of the disgraced political data firm, Cambridge Analytica, which infamously paid an app developer to harvest the personal data of millions of Facebook users back in 2014 without their knowledge or consent — in that case using a quiz app wrapper and Facebook’s lack of any enforcement of its platform terms to grab data on millions of voters.

Cambridge Analytica paid data scientists to turn this cache of social media signals into psychological profiles which they matched to public voter register lists — to try to identify the most persuadable voters in key US swing states and bombard them with political messaging on behalf of their client, Donald Trump.

Much like the Conservative Party is doing, Cambridge Analytica sourced data from commercial partners — in its case claiming to have licensed millions of data points from data broker giants such as Acxiom, Experian, Infogroup. (The Conservatives’ privacy policy does not specify which brokers it pays to acquire voter data.)

Aside from data, what’s key to this type of digital political campaigning is the ability, afforded by Facebook’s ad platform, for advertisers to target messages at what are referred to as ‘lookalike audience’ — and do so cheaply and at vast scale. Essentially, Facebook provides its own pervasive surveillance of the 2.2BN+ users on its platforms as a commercial service, letting advertisers pay to identify and target other people with a similar social media usage profile to those whose contact details they already hold, by uploading their details to Facebook.

This means a political party can data-mine its own supporter base to identify the messages that resonant best with different groups within that base, and then flip all that profiling around — using Facebook to dart ads at people who may never in their life have clicked ‘Submit — and see more‘ on a Tory webpage but who happen to share a similar social media profile to others in the party’s target database.

Facebook users currently have no way of blocking being targeted by political advertisers on Facebook, nor indeed no way to generally switch off microtargeted ads which use personal data to select marketing messages.

That’s the core ethical concern in play when Denham talks about the vital need for voters in a democracy to have transparency and control over what’s done with their personal data. “Without a high level of transparency – and therefore trust amongst citizens that their data is being used appropriately – we are at risk of developing a system of voter surveillance by default,” she warned last year.

However the Conservative Party’s privacy policy sidesteps any concerns about its use of microtargeting, with the breeze claim that: “We have determined that this kind of automation and profiling does not create legal or significant effects for you. Nor does it affect the legal rights that you have over your data.”

The software the party is using for online campaigning appears to be NationBuilder: A campaign management software developed in the US a decade ago — which has also been used by the Trump campaign and by both sides of the 2016 Brexit referendum campaign (to name a few of its many clients).

Its privacy policy shares the same format and much of the same language as one used by the Scottish National Party’s yes campaign during Scotland’s independence reference, for instance. (The SNP was an early user of NationBuilder to link social media campaigning to a new web platform in 2011, before going on to secure a majority in the Scottish parliament.)

So the Conservatives are by no means the only UK political entity to be dipping their hands in the cookie jar of social media data. Although they are the governing party right now.

Indeed, a report by the ICO last fall essentially called out all UK political parties for misusing people’s data.

Issues “of particular concern” the regulator raised in that report were:

  • the purchasing of marketing lists and lifestyle information from data brokers without sufficient due diligence around those brokers and the degree to which the data has been properly gathered and consented to;
  • a lack of fair processing information;
  • the use of third-party data analytics companies with insufficient checks that those companies have obtained correct consents for use of data for that purpose;
  • assuming ethnicity and/or age and combining this with electoral data sets they hold, raising concerns about data accuracy;
  • the provision of contact lists of members to social media companies without appropriate fair processing information and collation of social media with membership lists without adequate privacy assessments

The ICO issued formal warnings to 11 political parties at that time, including warning the Conservative Party about its use of people’s data.

The regulator also said it would commence audits of all 11 parties starting in January. It’s not clear how far along it’s got with that process. We’ve reached out to it with questions.

Last year the Conservative Party quietly discontinued use of a different digital campaign tool for activists, which it had licensed from a US-based add developer called uCampaign. That tool had also been used in US by Republican campaigns including Trump’s.

As we reported last year the Conservative Campaigner app, which was intended for use by party activists, linked to the developer’s own privacy policy — which included clauses granting uCampaign very liberal rights to share app users’ data, with “other organizations, groups, causes, campaigns, political organizations, and our clients that we believe have similar viewpoints, principles or objectives as us”.

Any users of the app who uploaded their phone’s address book were also handing their friends’ data straight to uCampaign to also do as it wished. A few months late, after the Conservative Campaigner app vanished from apps stores, a note was put up online claiming the company was no longer supporting clients in Europe.


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Huawei’s in-house OS could show up on phones this year


Huawei has almost certainly been working on a software contingency plan for some time now, prepping for a worst case scenario. When the U.S. announced that it was blacklisting the Chinese hardware giant earlier this year, those plans were likely accelerated.

One of the things that’s still unclear, however, is what role the company’s Hongmeng OS will fill. Recent reports have suggested that the operating system was built for IoT and other industrial applications. However, the software may also be forked specifically to run on low-end mobile devices.

State-run media outlet Global Times issued a report based on sources this morning suggesting that Hongmeng could appear on a low-end phone later this year. The OS is clearly far less robust than Android in its current state, but could wind up on a new device priced at 2,000 yuan (~$290). The report adds that Huawei is set to reveal the operating system in full later that this week at its Developer Conference in Dongguan, China.

At present, Hongmeng doesn’t appear purpose-built to replace Google’s operating system, but Huawei is getting ready for the possibility of a future that completely cuts the company off from access to U.S.-built hardware and software. For the time being, at least, the company seems focused on continuing to use Android for its high-end flagships, while potentially building out Hongmeng on more entry-level devices.


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Fossil releases its latest Wear OS watch


Wear OS’s struggles have not been the result of a lack of trying from all parties. Google’s been trying in earnest to break into the wearables game for several years, and in spite of some high profile hardware partners, the company has failed to make a dent.

At this point it’s honestly tough to get too excited about a new Fossil smartwatch, but who knows, perhaps we’ve achieved a kind of critical mass this time out. After all, Google plunked down $40 million in January to puck up a chunk of Fossil’s smartwatch R&D — including a device it was currently working on.

That, one imagines, is the Gen 5 that Fossil just announced. The devices arrives in the wake of Qualcomm’s big wearables push with the Snapdragon Wear 3100 chip used in this device, along with some new arrives for Google’s wearable operating system.

FTW4026 3

So, what does this all mean? Fossil, Google and Qualcomm are all powerhouses in their respective fields, but the trio have a tough road ahead of them. Apple continues to utterly dominate the smartwatch space. Fitbit has made an interesting push of late, even if the last go ‘round was a bit disappointing from a feature and sales perspective. Beyond that, it will be fight for the remainder of the field with the likes of Samsung and Garmin.

Google Assistant is clearly an important part of the push. A new swim proof speaker brings the ability to hear back responses and lets users take calls and get audible alerts. There’s a digital cardiogram on-board, highlighting the company’s attempt to compete with the likes of Fitbit and Apple on the health front, with the ability to monitor for different conditions like diabetes and sleep apnea.

Fossil has also developed a new battery mode that tunes out certain power-draining features in order to extend life to days at a time on a charge. Wear OS’s new Tiles feature, meanwhile, offers easy access to information at a glance.

FTW4025 10

Design-wise it’s fairly nice — simple but strong. Pretty much what you’d you’d expect out of Fossil, these days.

The new watch is only available in a 44mm version, however, which honestly is a pretty big missed opportunity, as the company is cutting out a large potential market. It’s available starting today at $295.


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5 Time-Saving Link Shortcut Tips to Zip Around Your Mac


link-shortcut-tips

The shortcuts for using links on macOS are easy to miss. You might eventually stumble upon them somehow, but why wait until then? Discover the best macOS link shortcuts now with the tips below.

1. Open the Right-Click Menu Effortlessly

System Preferences setting to configure trackpad gesture for secondary click on macOS

On macOS, a two-finger tap or click anywhere on the trackpad is equal to a right-click action. I get this gesture right some of the time, but usually I trigger a left-click instead.

That’s why I prefer this alternative method to access the right-click menu: Control-tapping on the trackpad. In other words, you simply combine the Control key with a left-click.

If you don’t like either of these options, you can also trigger a right-click by clicking on the bottom-left corner of the trackpad. However, this action won’t work until you designate it as the default.

To do so, first visit System Preferences > Trackpad > Point & Click. There, select the relevant setting from the dropdown menu underneath Secondary click. As you’ll see in this menu, you can also configure the right-click menu to open with a click on the bottom-right corner of the trackpad.

After you enable one of these two options, the two-finger tap/click gesture won’t work for right-clicking.

2. Open Links in Background and Foreground Tabs

Settings for link behavior in Safari on Mac

When you click on a link in Safari, it opens up in the active tab and moves you away from the content you were already viewing. If you want to retain the original tab as well, why not open the link in a new background tab instead?

Sure, you can do that via the context menu option Open Link in New Tab, but here’s a quicker way: hold down the Cmd key and click on the link. (You can turn off this behavior from Safari > Preferences > Tabs.)

If you prefer to open the new link in a foreground tab instead, hold down both the Cmd and Shift keys before clicking on the link. If you like, you can swap this behavior.

Under Safari > Preferences > Tabs, select this checkbox: When a new tab or window opens, make it active. Now you can Cmd-click to open new links in the foreground tab and Cmd + Shift-click to open them in a background tab.

Here’s one more shortcut for you: Cmd + Option + Shift-click on a link to open it in a new window. Even better, all the shortcuts we’ve just listed work with links in the Favorites Bar and the Reading List Sidebar too.

3. Preview Link Content in Safari

Link preview box in Safari

The web is full of links with inviting—even shocking—headlines. But who has time to open all those links, as interesting as they appear? A better way to satisfy your curiosity is by previewing the content of links without opening them. Your browser will thank you for not opening yet another tab.

It’s easy to preview links in Safari; all you need is a three-finger tap on a link. That’s the data detector feature in action, which works by default. Don’t miss the Add to Reading List button at the top-right of the link preview.

You can’t see link previews if you have disabled the Look up & data detectors setting under System Preferences > Trackpad > Point & Click. The Look up bit of the setting refers to the Look Up feature. This lets you look up definitions anywhere on macOS with a three-finger tap on any word.

By the way, you can also preview link content in the Mail app. To do so, click on the tiny down arrow button that appears when you hover over a link.

4. Add Articles to Safari’s Reading List Quickly

You don’t have to move the cursor all the way up to the address bar or the menu bar to add any link to Safari’s Reading List. There’s no need to bring up the context menu for the Add Link to Reading List option, either.

Simply hold down the Shift key and click on any link to send it to your reading list in a snap. For the active webpage, Shift-clicking on its title does the job.

5. Insert Links Faster

Link selected for drag and drop in Safari

Do you prefer to drag and drop files/folders to move them around, or to create copies of them instead of using menu options for the job? You’ll be glad to know that you can also insert links anywhere on macOS with a drag-and-drop action.

This works with many native Mac apps, including Finder, Notes, Mail, and Messages. Some third-party Mac apps also support this action.

The link will show up in different formats based on the type of app into which you’re dropping the link. For example, the link turns into a Safari shortcut if you drop it into Finder or onto the desktop. If you drag it to the Notes app, it shows up as a thumbnail attachment.

If you want to drag the link for the active webpage in Safari to any app, you can grab it by clicking on the URL in the address bar. (You don’t have to highlight the URL first.) Dragging the page title also works.

You’ll then see a plus button next to the cursor (except in some cases), indicating that your link grab was successful. You can now drop the link elsewhere. If you change your mind midway, hit the Esc key to cut off the drag action.

With this method, you can drag and drop the link for the active webpage between tabs to duplicate it, or even drop the link onto the Favorites Bar to add a bookmark.

To make it easier to drag and drop links (or any other kind of data) between apps, switch to the Split View. Not sure how to enable that view? It’s one of those simple macOS routines that you can learn in no time.

Faster Actions, Fewer Clicks

Recently, I was delighted to discover that you can duplicate tabs in Safari with this pair of shortcuts: Cmd + L and Cmd + Enter. Isn’t it satisfying to discover such tiny macOS features that promise to transform your workflow? We hope you had a few exciting moments of discovery when you read the link shortcut tips above!

Read the full article: 5 Time-Saving Link Shortcut Tips to Zip Around Your Mac


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The 10 Most Influential PC Games That Changed Gaming Forever


most-influential-pc-games

Over decades of PC game development, there have been some truly influential PC games released. These are games that are truly innovative to the point that they inspire countless other games released afterwards.

In this article we list the most influential PC games everyone should play at least once. These are games that have reinvented genres or moved them forwards. And the best thing of all? They’re superb fun to play too.

1. Doom

Doom screenshot

Above everything else listed here, Doom might be the most influential video game of all time. You take control of a space marine, wielding weapons and working through labyrinthine military bases to defeat enemies. You view things from a 3D first-person perspective, but everything within the levels are 2D sprites. It’s an iconic look.

Doom undoubtedly pioneered the first-person shooter and laid many foundations for the genre. The first episode of the game was distributed as shareware, the full game by mail order. It let players network together locally for multiplayer. It even had support for modifications. The impact that Doom has had on the gaming scene cannot be overstated.

2. World of Warcraft

World of Warcraft screenshot

World of Warcraft is a massively multiplayer online role-playing game (MMORPG) that connects people globally to quest together in a fantasy world. You’ve certainly heard of it, since it has permeated so much of pop culture.

World of Warcraft may have hit the scene in 2004, but it’s still actively played by millions of users, and it helped popularize the idea that gamers would pay a subscription to keep playing.

In World of Warcraft, Blizzard created a sprawling, vibrant space that balanced deep lore with colorful humor. You are encouraged to do whatever you want, alongside teaming up with others in order to complete quests.

These might take place in self-contained dungeons, helping a character gain experience rewards, before going to tackle a complex raid. All of these are gameplay mechanics that World of Warcraft mastered, and many others have replicated.

3. Half-Life 2

Half-Life 2 screenshot

You could list the original Half-Life here and it would still be accepted in the innovation hall of fame. The sequel, released by Valve in 2004, is equally deserving.

This is a first-person shooter, full of crazy unique mechanics like a gravity gun that is used to solve physics puzzles. Plus, despite being a shooter, you’ll likely hear more people talking about the engaging story, which naturally occurs around you—and directly involves you—rather than through cutscenes.

By the way, perhaps the most innovative part about Half-Life 2 is more about how you play it. Valve had developed a digital store called Steam and wanted to get it in as many people’s hands as possible. The way it did that? If you wanted to play the hotly anticipated Half-Life 2, you had to install Steam, helping it turn into the game client behemoth we all know today.

4. The Sims

Sims 1 screenshot

The Sims launched in 2000 and quickly became a global sensation. It was a sandbox game unlike anything else. To this day it lives on through its sequels and endless expansions.

We’ve previously covered the differences between the Sims games, if you’re interested. The original, though, was innovative in letting you create your own virtual people and control every aspect of their life. You made them eat, talk to friends, go to work, have a swim, and so much more.

Equally important as controlling your characters was creating the houses that they live in. By earning the fictional currency of Simoleons, you could buy pre-made homes or build your own from the ground up—deciding not only on the layout, but also how it’s furnished and decorated.

Be careful with The Sims, since it’s very easy to lose hours looking after your virtual folk more than yourself.

5. The Secret of Monkey Island

The Secret of Monkey Island screenshot

The Secret of Monkey Island was by no means the first point-and-click adventure game when it was published in 1990 by LucasArts. In fact, the company had made a bunch of them already.

What it was, however, was a streamlined culmination of what made them so good. It had a refined verb interface, branching dialog, and it was impossible to die. It was also an excellent, hilarious experience that has influenced hundreds of games since.

You take control of Guybrush Threepwood, a washed up wanna-be pirate who sets out on a quest to find some legendary treasure. He gets himself into all sorts of mishaps along the way, with much of the comedy coming at his expensive, but somehow he manages to bumble through.

Monkey Island is a perfect blend of comedy, story, and challenge. And it remains an all-time classic.

6. The Witcher 3

Witcher 3 screenshot

If developer CD Projekt Red was already on the map, The Witcher 3’s release in 2015 cemented its position. Inspired by the fantasy novels of the same name, the third game in the franchise pushes the boat out on what a role-playing game can offer. You take control of Geralt, a monster hunter in search of his missing daughter, fighting off enemies with weapons and magic.

It’s an open world game, but that’s a term that has become unimpressive lately. The Witcher 3 is a shining example of how it should be done. You want to take your time to explore everything you come across because the lands are so rich in detail.

Although this is fantasy, it’s not clichéd, and the monster designs especially are amazingly unique. Side quests, which are normally added to pad out gameplay, are well written nuggets of excitement. Don’t worry if you haven’t played the first two games—dive right in.

7. Grand Theft Auto III

Grand Theft Auto 3 screenshot

Grand Theft Auto III was, as you might expect, the third game in the series. The two that came before, although excellent in their own right, were top-down experiences where you had to commit crimes to score the most points within missions. The third entry shook everything up—landing first on PlayStation 2 in October 2001, then arriving on PC seven months later.

GTA III gave you a fully realized 3D city to explore at your will, presented in a third-person perspective. You could roam around on foot or in car, choosing to follow the main story of crime and corruption, or go off and engage in side missions—or just mess around in the open world. It’s something you might take for granted nowadays, but with its wacky characters, killer soundtrack, and controversial violence, GTA III was a true innovator.

8. Crysis

Crysis screenshot

Crysis is a futuristic shooter where you control a U.S. army soldier, fighting extraterrestrial threats after discovering an ancient alien-built structure deep within a mountain. The gameplay was dynamic and satisfying, the AI intelligent, and the zero-gravity mechanic was amazingly fun to experiment with.

What Crysis is perhaps best known for, however, is the huge steps it took in advancing graphical design. On its release, you needed to have a mighty beast of a PC to be able to run it at the highest settings with a smooth framerate.

Crysis made great use of its technical demands, since the world was dense and the physics clever, but there’s a reason that Crysis was used to benchmark gaming PCs for years.

9. Civilization

Civilization screenshot

Civilization is a turn-based strategy game that was released in 1991, which opens in 4000 BC and challenges you to build an empire that can last until the near-future. It’s a formative example of the 4X genre—explore, expand, exploit, and exterminate. Civilization required you to use your brain, plotting your strategy over hours of deep turn-based gameplay.

Civilization was, of course, inspired by board games, along with video games like Risk, but it was the first to let you oversee human history.

While the first game is not available for purchase, the series is currently on its sixth entry and continues to be expanded through DLC. In fact, the Civilization formula has only been further perfected over time, meaning you can still get that innovative “just one more turn” experience today.

If you decide to play the most recent title, here are our Civilization VI tips and tricks.

10. Deus Ex

Deus Ex screenshot

Deus Ex owes a lot to the shooters than came before it, but the decision to team the gunplay up with role-playing statistics and dialog choices was inspired. Oh, and add in some stealth for good measure. It’s an action game at heart, with all the quick-paced excitement that comes with that, but it also requires you to engage in the story.

There are multiple paths you can take in the futuristic plot, the decisions that you make influencing what plays out. You can also customize the abilities of the lead character, JC Denton, in order to gain access to different areas. If you thought branching narratives were a new thing in games, 2000’s Deus Ex would like a stern word.

Influential PC Games Offer a Slice of Nostalgia

These are some of the most influential PC games that are still worthy of your time. Hopefully you enjoy playing them and discovering where the genres and tropes you’re now used to seeing began. Of course, what’s even more exciting is thinking about the innovation that lies ahead…

Until then, why not dive into some nostalgia with a retro PC games? We’ve rounded up a list of old PC games still worth playing today.

Read the full article: The 10 Most Influential PC Games That Changed Gaming Forever


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The 7 Best Meme Generators to Make Your Own Meme

The 7 Best Wi-Fi Routers for Long Range and Reliability

Disappearing Sunday Update


Disappearing Sunday Update

Disappearing Sunday Update


Disappearing Sunday Update

What Should an Executive Know about Machine Learning? "Unsupervised Learning"


This article is in continuation of my previous articles on Machine Learning & Supervised Learning.
In this post, I am going to share my views on Unsupervised Learning. I have tried to capture the basics here
The basic fact in unsupervised learning is that that the data model performs prediction/actions/inferences by learning from input training data, which in itself does not have any output/results defined. Meaning there is no particular solution/target/output or even error to evaluate an outcome/prediction.
Unsupervised Learning can be further divided into two categories:
Clustering
It means grouping of items into subsets (or cluster) so that the observations & inferences coming from the same clusters are similar. It also implies that the behavior one subset will be different from another subset.
Applications of clustering:
1. You run an e-commerce firm (with large volume of data on customers & their buying patterns) and want to find groups of customers with similar behavior for chronographic watches. Clustering is what you do
2. You are an insurance company and want to segregate group of policyholders with high average claims.
Dimensionality Reduction (DR)
A straightforward method for feature selection and feature extraction, this method reduces the features to process, so that the performance improves and the technique becomes computationally more efficient.
For example, consider a situation where you want to classify buyers of watches from non-buyers of watches based upon their demography. The dimension of this data can be very large (age, education, race, sex etc.). Therefore, if one start applying classification upon all these dimensions, then the system may take very long to process the records. A computationally easier way can be to use DR to find a subset of data that can represent the original data in a non-redundant way; and hence, both cases will lead to the same result.
In addition, it is common experience that projecting higher dimensions data into 2D leads to better visualization of the data set.

Summary:
· In unsupervised learning, we do not know the outcomes
·  It can be of two types: Clustering (grouping) & Dimensionality Reduction (50,000 features become 10)
Hope it helps in your next sales pitch to convey these concepts better!