‘Roblox’ sues long-banned user for allegedly terrorizing the platform

 is suing a person it banned years ago for allegedly terrorizing the gaming platform and its community of developers. The Roblox Corporation wants Benjamin Robert Simon to stop his alleged harassment of employees and users on Roblox and elsewhere, and to pay $1.65 million in damages.

In the filing, which was first reported by , the company claims Simon, an alleged “cybermob” leader, “commits and encourages unlawful acts designed to injure Roblox and its users.” Roblox banned him years ago, allegedly for using homophobic and racist slurs, harassing others and sexual harassment. Simon is said to use accounts created by others and hacks to maintain access to the platform.

The suit contains several examples of purported misconduct on Simon’s part. Among them is an allegation that he posted “false and misleading terrorist threats” last month that led to a temporary shutdown of the Roblox Developers Conference in San Francisco. Roblox claims it cost $50,000 to investigate the threat and secure the venue.

In addition, Simon is accused of “glamorizing the April 3, 2018 in San Bruno, California and threatening/taunting a copycat act of terrorism at Roblox headquarters in nearby San Mateo, California.” Roblox also claims he tried to upload a mostly nude photo of himself and images of Adolf Hitler, and attempted to upload a sex game to the platform.

Simon, a popular YouTuber known as Ruben Sim, allegedly profited from videos of stunts that were uploaded to that platform and Patreon. The Roblox Corporation is suing him for, among other things, breach of contract, fraud and allegedly violating both the Computer Fraud and Abuse Act and the California Comprehensive Computer Data Access and Fraud Act.

Roblox has tens of millions of daily users, many of whom are kids. Keeping trolls as far away as possible from the platform is important to help protect the platform’s young audience. The lawsuit follows an outage that for three days.

All products recommended by Engadget are selected by our editorial team, independent of our parent company. Some of our stories include affiliate links. If you buy something through one of these links, we may earn an affiliate commission.

Repost: Original Source and Author Link


Neuro-ID tracks user behavioral data to help companies boost conversion

Neuro-ID, a Montana-based company offering software to combat online fraud and increase conversion rates through behavioral data and analytics, announced that it has raised $35 million.

Neuro-ID says it helps brands in a variety of industries that have significant digital transactions, including Intuit, Square, Affirm, OppFi, and Elephant Insurance. In some cases, the company says it has helped these companies increase conversion by 200% and reduce historical fraud rates by 35%.

Expanding on the company’s technology and the leverage it provides to technical decision-makers, CEO Jack Alton told VentureBeat that Neuro-ID’s “Human Analytics JavaScript” service sits behind digital interactions and in real-time translates the taps, types, and swipes of digital users into actionable insight. For example, when a new user is signing up for a merchant account, Neuro-ID looks at the actual timing of the signup, frequency of interaction — including changes to personal information — and the user’s timeline of activities.

Alton noted that this provides a valuable new view into the human behind the screen — enabling the company’s clients to better understand the risk and opportunity of onboarding new customers.

New visibility dimension into customer analytics

Sharing further on how Neuro-ID is differentiated from its key competitors in the behavioral analytics and security space, Alton said, “Traditional behavioral analytics companies like NuData have used behavioral technology to do things like authenticate existing customers to prevent account takeovers by malicious actors. Neuro-ID is focused on tackling a much larger ‘conversion crisis’ that all digital organizations face.”

“For the past decade, 90% of all digital onboarding journeys have continued to result in frustration or failure. This has frustrated executives and led to endless a/b testing as organizations try to understand why so many people start and end up abandoning their onboarding journey,” he added.

Behavioral strategy plays a key role in today’s corporate strategy and decision-making processes, as highlighted in this article from Mckinsey. Neuro-ID says its proprietary “Friction Index” dashboard tries to identify the root cause of friction while screening for fraud attacks.

The funding for the software company came from Canapi Ventures and existing investors Fin VC and TTV Capital. The announcement was made in a recent press release.


VentureBeat’s mission is to be a digital town square for technical decision-makers to gain knowledge about transformative technology and transact.

Our site delivers essential information on data technologies and strategies to guide you as you lead your organizations. We invite you to become a member of our community, to access:

  • up-to-date information on the subjects of interest to you
  • our newsletters
  • gated thought-leader content and discounted access to our prized events, such as Transform 2021: Learn More
  • networking features, and more

Become a member

Repost: Original Source and Author Link


Mac User Guide: The Best Tips and Tricks for Your Mac

Want to learn how to get the most from your Mac? Or perhaps you’ve run into a problem with your Apple computer and aren’t sure how to fix it. Regardless, our Mac user guide is here to help with our expert tips and tricks for Apple’s Mac laptops and desktops.

If you want to learn how to use MacOS and take your knowledge to the next level, we’ve grouped everything you need into categories, helping you discover more secret tips and helpful tutorials. You’ll be a Mac expert in next to no time.


Great features on your Mac


Over the years, Apple has built a lot of killer features into its Macs. These are things you won’t get on any other computer, from the ease and convenience of Apple Pay to the productivity power of Focus mode and Split View. Some of these features are unique to MacOS Monterey, the latest version of MacOS, so make sure you download and install it first.

How to use Focus mode in MacOS Monterey

Tired of being distracted? Apple’s Focus mode lets you set customizable rules that block annoying apps and signal to others that you’re busy. It’s perfect for keeping you in the zone, no matter what you’re doing. Here’s how to use Focus mode in MacOS Monterey.

How to use Shared with You in MacOS Monterey

Over time, you will collect a lot of shared photos, links, documents, and more that have all been sent to you by your contacts. Instead of searching through your apps to find this content, just use the Shared with You section, which groups everything together. Here’s how to use Shared with You in MacOS Monterey.

How to use Live Text in MacOS Monterey

Live Text is a clever new feature that lets you copy text from any picture on your device. It also works when you point your camera at text in front of you. That can then be copied and used in your documents. Here’s how to use Live Text in MacOS Monterey.

How to use your iPad as a second monitor for your Mac

Why get a separate Wacom tablet or drawing pad if you already have an iPad? After all, Apple’s Sidecar feature lets you use an iPad as a second screen or drawing tablet for your Mac. It’s super easy, too. Here’s how to use your iPad as a second monitor for your Mac.

How to use iCloud

The beauty of Apple’s ecosystem is that everything is connected, so you can access your files on any Apple device. The key to that is iCloud, which has a ton of great cross-platform features. Here’s how to use iCloud.

How to use Siri on a Mac

Siri, Apple’s voice assistant, has improved every year since its inception. Now, it’s an excellent helper whatever you want to do, with many different uses for different situations. Here’s how to use Siri on a Mac.

How to use Apple Pay

If you carry your phone everywhere you go, it makes sense to use it to pay for purchases, right? That’s just what Apple Pay enables, giving you a secure way to pay with your phone. Here’s how to use Apple Pay.

How to use Notification Center widgets

Widgets are handy mini-apps that display quick bits of info, such as the upcoming weather forecast or your latest emails. They’re a great way to see what you need when you need it on your Mac. Here’s how to use Notification Center widgets.

How to use Control Center

The more you use your Mac, the more you find yourself diving into System Preferences to change some settings. Instead of rooting around for them, Control Center puts them at your fingertips in your Mac menu bar. Here’s how to use Control Center.

How to use Split View

Multitasking is made much easier with Split View, which gives you straightforward window management tools to display your apps how you want. Here’s how to use Split View.

How to get emoji on your Mac

Think emoji are just for mobile devices? Think again, as you can use them to your heart’s content on your Mac too. Here’s how to get emoji on your Mac.

Personalization and tweaks


Getting your Mac just right is key to using it efficiently. Once you’ve followed the tips below, you’ll be able to tweak and tune it the way you like it. And once that’s the case, you won’t have to contend with annoying settings that don’t work the way they should, meaning there’s less getting in your way.

How to change your username

You’re not stuck with the username you created when you first set up your Mac. A few quick clicks and you can customize it how you want. Here’s how to change your username.

How to turn off notifications

There’s no doubting that notifications can be annoying, especially if they’re constantly going off. Rein in the chaos with our handy guide. Here’s how to turn off notifications.

How to allow pop-ups

There are times when you want to see a pop-up window when browsing the web. If your Mac automatically blocks them, we’ll show you how to enable them once again. Here’s how to allow pop-ups.

How to install fonts

Fonts are a key way to customize your Mac and can be useful for all kinds of projects. Luckily, installing them is simple and straightforward. Here’s how to install fonts.

How to change where screenshots are saved

Taking a screenshot on a Mac simply requires a three-button shortcut. But did you know you can change where screenshots are saved by default? Here’s how to change where screenshots are saved.

How to disable the Touch Bar on a MacBook Pro

The MacBook Pro’s Touch Bar has many uses, but sometimes its position means it can be accidentally pressed. That can be annoying if it launches processes you don’t want to run. Here’s how to disable the Touch Bar on a MacBook Pro.

Documents and apps

Apps are the beating heart of any Mac, so learning how to use some of the ones that come you’re your Apple computer is important. The same goes for documents — each Mac has some handy tricks that can make document creation and management a lot easier. Note that some of the features below only work in MacOS Monterey or later, so make sure you download and install MacOS Monterey before getting started.

How to change your Mac’s default apps

Apple likes to set the default apps that open certain file types, but you’re not stuck with the company’s choices. If you’d rather set your own default apps, here’s how to change your Mac’s default apps.

How to force quit an app

It’s a fact of life: Sometimes, an app will freeze on your Mac. But occasionally you can’t quit a frozen app in the standard way. Fortunately, there’s a solution thanks to the force quit command. Here’s how to force quit an app.

How to master Safari tabs in MacOS Monterey

MacOS Monterey brought an all-new Safari design, and tabs are a key element of that. Here’s how to get to grips with the new design and features. Here’s how to master Safari tabs in MacOS Monterey.

How to use Reminders to stay on track

Are you forgetful? There’s help at hand in the form of Apple’s Reminders app, which is packed full of features to help you remember the important things in your life. Here’s how to use Reminders to stay on track.

How to use FaceTime’s SharePlay feature in MacOS Monterey

What’s better than watching a great movie? Watching it with friends. The new SharePlay feature in MacOS Monterey lets you do just that. Here’s how to use FaceTime’s SharePlay feature in MacOS Monterey.

How to disable FaceTime

Apple’s FaceTime app is the default for Mac video calls, but it’s not for everyone. If you’d rather it didn’t get in your way, you can disable it. Here’s how to disable FaceTime.

How to turn off iMessage

The little blue blobs in iMessage, Apple’s texting app, are ubiquitous. If it’s causing you problems on your Mac or you simply don’t want to use it, it can be turned off with a few quick clicks. Here’s how to turn off iMessage.

How to use Apple Maps’ globe view in MacOS Monterey

MacOS Monterey’s Maps app gives you a great way to view the world. Zoom out and you see the earth at a distance. Here’s how to use Apple Maps’ globe view in MacOS Monterey.

How to create Apple Maps Guides

Got a collection of great places you want to visit? Store them together in Apple Maps using its Guides feature, newly added in MacOS Monterey. It’s a great way to share local info with friends. Here’s how to create Apple Maps Guides.

How to use Shortcuts in MacOS Monterey

A lot of Mac tasks can become repetitive if you do them a lot. Save the pain and tedium with Shortcuts, which automates complex tasks at the click of a button. Here’s how to use Shortcuts in MacOS Monterey.

How to print a PDF

There are many times when you might want to print a PDF on your Mac, but what if it’s not immediately obvious how to do it? Just follow our guide and you’ll be ready to go. Here’s how to print a PDF.

How to annotate a PDF

At first glance, you might not know you can annotate PDFs on your Mac. Yet there are actually a few ways to do it and add notes to your files. Here’s how to annotate a PDF.


Owning a computer sometimes means getting down into the nitty-gritty like backing up your files and uninstalling apps. Macs are no different, and there are a lot of useful tools under the hood, like those that let you zoom in on any part of the screen or take a screenshot of any app or screen section. Here’s how to put them all to good use.

How to back up your Mac

No one wants to lose their precious data, yet that can happen if you don’t back it up. It needn’t be complicated though, and backing up your Mac can be a lot simpler than you might think. Here’s how to back up your Mac.

How to forget a network

Network problems are not uncommon, and it can be frustrating when you can’t connect to a network. Sometimes, getting your Mac to forget a troublesome network can be the solution. Here’s how to forget a network.

How to delete a user

If you have user profiles on your Mac that are no longer used, there’s no need to have them littering your computer any longer than is necessary. Here’s how to delete a user.

How to uninstall apps

Got some apps that you no longer use? Instead of having them taking up precious storage space, it’s best to uninstall them. Here’s how to uninstall apps.

How to take a screenshot

On a Mac, you can take a screenshot that is automatically saved to a location of your choice. It’s really quick and simple but has plenty of everyday uses. Here’s how to take a screenshot.

How to record your screen on a Mac

Whether you want to show a friend a gameplay clip or work out what is going wrong on your Mac, recording your Mac’s screen can help. Instead of using a phone, though, it’s best to record it directly from your computer. Here’s how to record your screen on a Mac.

How to record a video

Recording a video of yourself with your Mac webcam can be a fun way to send a message to friends and family, record a vlog, or create a segment as part of a larger video project. The good news is it’s easy to do. Here’s how to record a video on your Mac.

How to zoom in

Apple is well-known for its commitment to accessibility. If you struggle to see small details on your screen, you can zoom in for a closer look. Here’s how to zoom in.

How to password protect a folder

Sometimes, you might want to keep the contents of a folder safe from prying eyes. To keep things under lock and key, you can password protect it. Here’s how to password protect a folder.

How to enable picture-in-picture for YouTube

A lot of people like to have a video open while working, but that might normally require you to switch between windows. When you’re watching YouTube on your Mac, though, you can pop the video out into its own small window. Here’s how to enable picture-in-picture for YouTube.

How to right-click

It might sound odd, but some Mac mice and trackpads lack a right-click button. But don’t worry, there are other ways to get the same functionality even if you don’t have this button. Here’s how to right-click.

Cross-platform: Connecting and sharing with your devices

Person using iPhone and MacBook.
Tomasz Zagorski/Unsplash

One of the great things about having a Mac is the interconnected ecosystem that comes with it. If you own any other Apple devices, they will all play nice with your computer, allowing you to do things that no other system can do. Here are our favorites.

How to run iOS apps on an M1 Mac

One of the great benefits of Apple’s M1 chip is that it can run iOS apps without issue. That opens up a whole new world of apps on your Mac. Here’s how to run iOS apps on an M1 Mac.

How to connect AirPods to a MacBook

Apple’s AirPods are some of the best wireless headphones in the business, so it’s natural you’d want to use them with your Mac. As you’d expect with Apple, connecting them couldn’t be easier. Here’s how to connect AirPods to a MacBook.

How to access your iCloud Photo Stream from your Mac

If you use iCloud and have enabled iCloud Photo Stream, any photos you take on your iPhone will be synced to your Mac. It’s a great way to keep your photo collection up to date wherever you are. Here’s how to access your iCloud Photo Stream from your Mac.

How to share an external hard drive between Mac and Windows

MacOS and Windows are two very different systems, but they can still work together. That’s true if you want to use an external hard drive with both operating systems, but you’ll need to make sure you take a few key steps first. Here’s how to share an external hard drive between Mac and Windows.

How to share your Apple Music library on Mac, iOS, and more

Want to share your Apple music library with other people? It’s easy to do with Apple’s Home Sharing feature. Here’s how to share your Apple Music library on Mac, iOS, and more.

Installing MacOS and fixing problems

Macbook Air
Riley Young/Digital Trends

Everyone occasionally has to fix problems with their computer, and Macs are not immune. But don’t worry, there is help at hand in the form of our tutorials and guides, which will take you through everything you need to do to get your Mac up and running again.

How to install MacOS Monterey

Apple’s latest Mac operating system is called MacOS Monterey, and it comes with a raft of new features and tools. If you want to download it, there are some steps you need to take. Here’s how to upgrade to MacOS Monterey.

How to stop your Mac from freezing

Every once in a while, the chances are your Mac will freeze. It doesn’t have to keep happening, though, and you can fix it by taking action in a few different ways. Here’s how to stop your Mac from freezing.

How to speed up your Mac

No one likes a slow computer. But just because your Mac has lost its zip, that doesn’t mean you need to get rid of it. A few tweaks here and there can make a real difference. Here’s how to speed up your Mac.

How to check the storage space on your Mac

No one likes running out of space on their Mac. The best way to prevent that is to work out how much space you have left and clear out unnecessary files once you’re in the know. Here’s how to check the storage space on your Mac.

How to free up space on your Mac

It’s difficult to upgrade your Mac’s storage space after purchase, so if you’re running out of room, you’ll want to know how to free up as much space as possible. Here’s how to free up space on your Mac.

How to fix problems with your Mac’s Wi-Fi

Sorting out your Wi-Fi connection can be a finicky business, but there are things you can do to increase your chances of success. We’ve put together our best tips in a single guide to help. Here’s how to fix problems with your Mac’s Wi-Fi.

How to fix audio issues in MacOS

Tired of your Mac’s audio causing problems? Not to worry, we’ve got some top suggestions no matter what is going wrong. Here’s how to fix audio issues in MacOS.

How to restore a Mac to its factory settings

Restoring to factory settings means putting everything back to the way it was when you first got your Mac — as it was when it came out of the factory, in other words. If you’re struggling to fix recurrent problems, this can be a good solution. Here’s how to restore a Mac to its factory settings.

Common MacBook Air problems and how to fix them

The MacBook Air is an incredibly popular laptop, but that doesn’t make it immune from problems. If you’re suffering, don’t worry, as there’s help at hand. Here are some common MacBook Air problems and how to fix them.

Common MacBook problems and how to fix them

MacBook Pro or MacBook Air — both of Apple’s laptop flavors can be beset by problems. Here are the most common ones and how to put them right. These are the most common MacBook problems and how to fix them.

How to reset your Mac’s PRAM and SMC

Every modern Mac uses Parameter Random Access Memory (PRAM) and a System Management Controller (SMC). Occasionally, these can cause problems with your Mac, and giving them a quick refresh can help to solve otherwise intractable problems. Here’s how to reset your Mac’s PRAM and SMC.

Editors’ Choice

Repost: Original Source and Author Link


Check your permissions: default settings in Microsoft tool exposes 38 million user records online

Default permissions settings in an app-building tool from Microsoft have been blamed for exposing the data of 38 million people online. Information including names, email addresses, phone numbers, social security numbers, and COVID-19 vaccination appointments was inadvertently made publicly accessible by 47 different companies and government entities using Microsoft’s Power Apps platform. There’s no evidence of the data being exploited, though, and the underlying issue has now been fixed by Microsoft.

The problem was originally discovered in May by security research team UpGuard. In a recent blog post from UpGuard and report from Wired, the company explains how organizations using Power Apps created apps with improper data permissions.

“We found one of these [apps] that was misconfigured to expose data and we thought, we’ve never heard of this, is this a one-off thing or is this a systemic issue?” UpGuard’s vice president of cyber research Greg Pollock told Wired. “Because of the way the Power Apps portals product works, it’s very easy to quickly do a survey. And we discovered there are tons of these exposed. It was wild.”

Power Apps allows companies to build simple apps and websites without formal coding experience. Organizations implicated in the breach — including Ford, American Airlines, J.B. Hunt, and state agencies in Maryland, New York City, and Indiana — were using the site to collect data for various purposes, including organizing vaccination efforts. Power Apps offers tools for quickly collating the sort of data needed in these projects, but, by default, leaves this information publicly accessible. This is the exposure UpGuard discovered.

The mechanism of this particular ‘breach’ is interesting, as it blurs the line between what is a software vulnerability and what is merely poor choice in user interface design. UpGuard says Microsoft’s position is that this was not a vulnerability as it was users’ fault for not properly configuring the apps’ permissions. But, arguably, if you are making an app designed to be used by people with little coding experience, then making things as safe as possible by default would seem to be the smart move. As reported by Wired, Microsoft has now changed the default permissions settings responsible for the exposure.

Repost: Original Source and Author Link


Building MLGUI, user interfaces for machine learning applications

All the sessions from Transform 2021 are available on-demand now. Watch now.

Machine learning is eating the world, and spilling over to established disciplines in software, too. After MLOps, is the world ready to welcome MLGUI (Machine Learning Graphical User Interface)?

Philip Vollet is somewhat of a data science celebrity. As the senior data engineer with KPMG Germany, Vollet leads a small team of machine learning and data engineers building the integration layer for internal company data, with access standardization for internal and external stakeholders. Outside of KPMG, Vollet has built a tool chain to find, process, and share content on data science, machine learning, natural language processing, and open source using exactly those technologies.

While there are many social media influencers sharing perspectives on data science and machine learning, Vollet actually knows what he is talking about. While most focus on issues of model building and infrastructure scaling, Vollet also looks at the user view, or frameworks for building user interfaces for applications utilizing machine learning. We were intrigued to discuss with him how building these user interfaces is necessary to unlock AI’s true potential.

The lifecycle of machine learning projects

Vollet and his team build data and machine learning pipelines to analyze internal data and work on reports for KPMG’s management. They implement a layer enabling access to data and build applications to serve this goal. The first question to address when it comes to building user interfaces for machine learning applications is, are those applications different from traditional applications, and if yes, how?

Vollet finds that most of the time there is not much difference. The reason is he applies the same steps to develop a machine learning product that he also does for “regular” software development projects. Vollet also spoke about his method of approaching software development projects. The steps taken are as follows:

It starts with budgeting, and then people allocation. Based on the project’s budget, the project is staffed. Then the project has to be brought into KPMG’s DevOps environment. Consequently, sprints are planned, stakeholders are consulted, and the project’s implementation life cycle starts. Seen at this level of abstraction, every software project looks the same.

Continuous integration / continuous delivery is another good DevOps practice that Vollet’s team applies. What is different in projects that involve machine learning is that there are more artifacts to manage. Crucially, there are datasets and models, and evolution in both of those is very real: “It’s possible that today a model fits perfectly into our needs, but in six months we have to re-evaluate it,” Vollet said. MLOps, anyone?

So at which point does a user interface come into play in machine learning projects? The brief answer is, as soon as possible. Generally, Vollet considers having stakeholders in the loop as early as the first iteration, because they can familiarize themselves with the project and their feedback can be incorporated early on.

Having a good user interface is needed, because if we only show people code snippets, it’s too abstract, Vollet said: “With a Graphical User Interface, people can get an idea of what’s happening. Having an interface changes everything, because it’s easier for people to understand what’s happening. Most of the time, machine learning is really abstract. So we have an input, there’s a workflow, and then we have the end result. If you have a user interface, you can directly show the impact of what you are doing.”

Building user interfaces for machine learning applications

What are the key criteria to be considered when choosing a framework to build a user interface for machine learning applications? For Vollet’s team, the ability to run on premise, in KPMG’s own cloud, is the top priority. For many projects in KPMG, it’s a requirement.

Then comes charting. The different types of charts and diagrams that each user interface framework supports is one of the most important parameters. Then, it also has to be easy to use and to fit in their technology stack.

For Vollet, this means “something that the operations team can support.”  If it’s in the list of supported frameworks, there does not have to be an extra request and extra time both for the operations and the development team to familiarize themselves with the framework.

There are many tools they use, and they keep testing new ones. The market for frameworks to help build user interfaces for machine learning projects is growing. New players appear and old ones evolve. The big question is what are the frameworks of choice for Vollet, the ones his team usually works with.

Vollet’s default option is Streamlit, “because it’s super easy. You have features like a date picker. Also, you can have a front-end with a file upload, which business analysts can use as a front end to upload their Excel files or CSV, then do some adjustments.”

For something a bit more advanced, Vollet’s choice is Gradio: “It’s more focused for machine learning. There are so many features built into it in a short time. You can run it on Jupyter notebooks, or on Google Colab. It’s super-integrated and it’s cool, I highly recommend it.”

Plotly with Dash is another option Vollet thinks highly of. Dash’s promise is to enable users to build and deploy analytic web apps using Python, R, and Julia. No JavaScript or DevOps are required. Plotly is a framework built to leverage Dash. This one is more suitable for enterprises, as it needs infrastructure to run on, but it has good charting support, Vollet said.

Last but not least, there’s what Vollet called the new kid on the block, Panel. It’s a high-level application and dashboarding solution for Python. Panel works with visualizations from Bokeh, Matplotlib, HoloViews, and many other Python plotting libraries, making them instantly viewable either individually or when combined with interactive widgets that control them.

MLGUI: The art and science of developing GUIs for machine learning applications

Besides those open source frameworks, there were some additional honorable mentions by Vollet. One of those was Deepnote. Deepnote is not a user interface framework per se. Rather, it is touted as a new kind of data science notebook, Jupyter-compatible with real-time collaboration and running in the cloud. As notebooks also have visualization capabilities, it may be relevant too.

Another tool Vollet mentioned was Gooey. It’s the kind tool more used for having a user interface for a Python application, or script. It’s not so much a charting library people use for building a user interface for machine learning applications, although it can be used for that.

Integration seems to be centered around data science notebooks. When using Google Colab, for example, you can use Gradio and Plotly, so they are integrated in some sense, said Vollet. If you want full stack integration, then perhaps you are better off with Dash, he added.

Another interesting question is the degree to which those frameworks offer some flavor of MLOps support. If a new feature gets added to a machine learning model, would those frameworks be able to pick it up and use it, or would this have to be done manually? Gradio can do this, at least to some extent; in other frameworks, this would be a manual process, Vollet said.

Our takeaway is that MLGUI is another burgeoning domain adjacent to data science and machine learning. Like MLOps is the application of the DevOps principles and practices to the special needs that arise from developing machine learning at scale, we would argue MLGUI is the rise. It’s the otherwise well-known art and science of developing GUIs for applications, with the twist of applying it to applications utilizing machine learning. Even though that’s not a category in and of its own at this point, perhaps it should be.


VentureBeat’s mission is to be a digital town square for technical decision-makers to gain knowledge about transformative technology and transact.

Our site delivers essential information on data technologies and strategies to guide you as you lead your organizations. We invite you to become a member of our community, to access:

  • up-to-date information on the subjects of interest to you
  • our newsletters
  • gated thought-leader content and discounted access to our prized events, such as Transform 2021: Learn More
  • networking features, and more

Become a member

Repost: Original Source and Author Link

Tech News

Humble Bundle Sliders will change again despite user outcry

In May, Humble Bundle angered some of its user base when it redesigned its bundle pages and removed sliders that allowed buyers to customize how the money from their purchase was used. Humble Bundle has always allowed gamers to pay what they wanted for a bundle of independent games, with a portion of the proceeds being donated to various charities.

When the sliders were removed, fans were upset because they wanted more control over how their money was used. Shortly after rolling out the removal of the sliders, Humble Bundle brought them back, stating that it had heard the response from the user base “loud and clear.” The company promised to reconsider its actions and path moving forward. It would appear that consideration is now over with Humble Bundle announcing that changes were returning to the service via a blog post.

The post published yesterday says that a new iteration of the sliders would be rolling out in mid-July to create more opportunities to support important causes. Splits for each bundle will vary, but on average, the minimum amount donated to various charities will vary between 15 and 30 percent. The new sliders will indicate any minimums to customers, and the flexibility to adjust donations will be available with every purchase of a bundle.

Humble Bundle says this change comes after ten years of having the option to lower the percentage it receives to zero. As for why it’s eliminating the user’s ability to change its percentage to zero, Humble Bundle says the PC storefront landscape has changed significantly since it launched bundles in 2010, and it has to involve “stay on mission.”

The update allows it to continue to offer “great prices” on games, books, and software while supporting charitable initiatives with every purchase. Humble Bundle says the change to sliders will allow it to continue to invest in more content to keep growing the community which it says will ultimately drive more donations for charitable causes. The company has promised to continue to create more ways to give back, including its 100 percent to charity bundles.

Repost: Original Source and Author Link

Tech News

700 million LinkedIn user records are now being sold to hackers

Social networks are often associated with a younger demographic and unprofessional behavior, but the term technically includes even networks used for more serious matters. For more than a decade now, LinkedIn’s name has become synonymous with professional networking, the kind of thing you’d often do at parties and social gatherings, except completely online. It might not be as big as a catch as Facebook, but that still makes LinkedIn a prime target for hacks and leaks, as shown by this latest incident involving 700 million user records.

Before the alarms go off, LinkedIn wasn’t hacked, or at least that’s what the company insists. There was no data breach that led to user data being stolen by hackers. More importantly, no private data of the network’s members were exposed.

What happened, according to LinkedIn, was a simple but exhaustive data scraping activity that yielded that whopping 700 million figure. That data treasure trove included users’ full names, email addresses, phone numbers, and work information. The seller, who goes by the name “GOD User” TomLiner, provided 1 million records as proof of the loot and was confirmed as the real deal by independent researchers.

This wouldn’t be the first massive leak LinkedIn experienced in this year alone. Just last April, a batch of 500 million user records was also offered to the highest bidder. Back then, LinkedIn made the same statement blaming it on data scraping methods, which violate its terms of use anyway.

While super-sensitive personal data, like credit card details or private messages, are not included in the haul, the records still include enough information to do users harm. Phishing attacks, spam, and even brute force hacking attempt are not far from possibility, and LinkedIn users are advised to change their passwords anyway, just to be on the safe side.

Repost: Original Source and Author Link

Tech News

iMazing is the management app every Apple user needs — and it’s over 50% off

TLDR: iMazing iOS Device Manager streamlines all your file organization and backup needs across all your Apple devices at more than 50 percent off.

For all their acknowledged grandeur and innovation, Apple and Apple products aren’t always the pinnacle of programming that company leaders espouse them to be. 

Case in point: for years, if you needed to transfer files around to various Apple devices, you had to go through the occasionally sticky, sometimes downright finicky iTunes infrastructure to get it done. Similarly, if you want to backup your iOS device, that has historically required iCloud and only iCloud to make it happen.

There had to be an easier way to accomplish those tasks…so iMazing found it. It’s now become the device management tool of choice for discerning Apple users, with even the uber-respected Apple-centric MacWorld touting iMazing as “the iOS device manager we’ve been waiting for.” Right now, an iMazing license covering two Apple devices is over half off at just $19.99 from TNW Deals.

While iTunes often makes users jump through intricate hoops to complete simple tasks like copying or rearranging files, iMazing eliminates those hurdles. With drag-and-drop simplicity, iMazing allows users to transfer files of virtually any type between any Mac or PC and any iOS device either wirelessly or via USB.

iMazing makes it easy to quickly update a new iPhone with everything from your old phone with simple one-click or even customized transfers. Instead of the multi-step iTunes process, iMazing allows users to just copy music, photos or even video files simply back and forth between an iPhone, iPad, and a computer, either Mac or PC.

As befitting an app often called the Swiss Army knife of Apple management, iMazing doesn’t just focus on media files. This all-purpose tool also lets users print, save and export text messages or WhatsApp chats, easily manage contacts, access iPhone voicemail, call history, voice memos and notes, as well as several more efficient steps for getting things done better and faster in the Apple environment.

Right now, getting iMazing coverage for two devices is available at over 50 percent off at just $19.99. You can also log in similar savings now for an account managing three Apple devices ($24.99) or even five devices ($29.99).

Prices are subject to change.

Repost: Original Source and Author Link

Tech News

This Google Pixel has everything a demanding phone user needs, all for under $200

TLDR: With a brilliant camera array and a whole bunch of stellar features, the Google Pixel 3A XL is now available at more than half off it’s retail price from just 24 months ago.

The best thing about new tech is that giddiness that washes over you when some new device does something no device has ever done before. Seeing technology advance in front of your eyes is pretty awe-inspiring.

But the second best thing about new tech? It’s that the tech that was new tech 10 minutes before your new tech made it old tech is still pretty ridiculously good. And because it’s now old tech, it’s invariably going on sale…usually for a whole lot less.

The red-hot smartphone wars have landed a whole bunch of amazing phones in the old tech pile, many well before their time. But their loss in prestige is definitely your gain as devices like the Google Pixel 3A XL Smartphone, a phone hailed from the tech mountain only 24 months ago, is now heavily discounted. In fact, this refurbished model is on sale now for under $200 — just $199.95, a savings of almost 60 percent off.

The Google Pixel 3A XL was a midrange variant of the previously released Pixel 3, sporting many of the best features of the Pixel 3 while making only minor concessions to its much lower price tag. 

First and foremost, the Pixel 3A XL is an absolute boss when it comes to digital photography. Packing a 12.2MP dual-pixel main camera with phase detection autofocus, as well as a second 8MP front-facing camera, this device had The Verge calling the 3A XL’s images “nearly indistinguishable from what you get out of a Pixel 3” — at almost double the price.

Powered by the Snapdragon octo-core 670 processor, the 3A XL’s no slouch in the performance department either, capable of supporting multiple running apps at once without any lagging.

It’s also hard to ignore its 64GB of storage, 6-inch fullscreen display, WiFi connectivity, or the 3,700mAh battery capable of up to 30 hours of use before a recharge.

As a Grade A refurbished model, this phone is guaranteed to arrive in near-mint condition with little to no case scuffing or other defects. And it’ll work on any network that accepts unlocked phones just by popping in your SIM card. 

Tom’s Guide gave the Google Pixel 3A XL Smartphone an Editor’s Choice award, saying it “has far and away the best camera, software and display you could ever hope to get in a $400 phone.” Which is why it’s even more amazing to get all that now in a $200 phone…or $199.95, to be exact.

Prices are subject to change.

Repost: Original Source and Author Link


A bug in Peloton’s API may have exposed a whole lot of user data

An old version of Peloton’s API, the software that allows the company’s bikes and recalled treadmills to communicate with its servers, may have exposed private customer profiles, according to a report from TechCrunch. The bug was first spotted by Jan Masters, a security researcher at Pen Test Partners, and reported to Peloton on January 20th, but the company is only just now confirming that the bug has been fixed.

Using Peloton’s API, Masters was able to scrape all sorts of customer information that would typically be private, depending on the individual user’s settings. That includes customer profiles, which can potentially feature their age, location, birthday, and workout history. All Masters had to do was make an unauthenticated request to Peloton’s API and customer data was his. Masters has a more thorough explanation of how the exploit worked on Pen Test Partners’ blog and also summarized his findings in the video below:

After reporting the bug to Peloton, Masters set a 90-day deadline to address the issue. That deadline came and went without Peloton saying whether the API was fixed, which prompted Masters to turn to TechCrunch. Peloton finally responded and shared the following statement with the publication:

It’s a priority for Peloton to keep our platform secure and we’re always looking to improve our approach and process for working with the external security community. Through our Coordinated Vulnerability Disclosure program, a security researcher informed us that he was able to access our API and see information that’s available on a Peloton profile. We took action, and addressed the issues based on his initial submissions, but we were slow to update the researcher about our remediation efforts. Going forward, we will do better to work collaboratively with the security research community and respond more promptly when vulnerabilities are reported. We want to thank Ken Munro for submitting his reports through our CVD program and for being open to working with us to resolve these issues.

The screens on Peloton’s bikes and treadmills are what make the company’s workout ways so compelling. It’s how subscribers attend classes, track their workouts, and even do other non-bike or treadmill exercises. It’s a feature that Peloton charges $39 per month for an all-access membership to. Yet, like all connected devices, particularly fitness ones, it can leave private customer information more vulnerable than a non-connected stationary bike would.

Masters writes that Peloton apologized and said it resolved a majority of the API issues within a week of his report. What’s not immediately clear is if anyone other than Masters gained access to customer data while the API was in a leaky state.

When The Verge followed up to check, Peloton said it had nothing new to share that it hadn’t already provided TechCrunch and Pen Test Partners. The company also reiterated it responded to the API issue immediately.

Repost: Original Source and Author Link