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Interested in beer, but are somewhat confused by all of the styles and technical jargon that encrusts the current craft movement? Computer science graduate student Kevin Jamieson has created an experimental app that will help you navigate your next encounter at the snooty beer bar.

Jamieson studies machine learning, but wanted to construct a practical implementation of a process called active ranking on an iPad, so he built the Beer Mapper. How it works: The app presents two different beers; the user taps on the one that he or she prefers. After a few iterations of this, the app builds a “heat map” of beer styles by user preference. This should, in theory, be able to then recommend beers from the database that correspond to those calculated preferences.

Constructing the mapper involved a number of steps. First, Jamieson collected the reviews for about 10,000 beers (each beer must have at least 50 reviews) on chúng tôi He had his software parse each review and weight a series of key words that would (ostensibly) accurately describe the beer. Each set of keywords was turned into a vector that represented the beer as a whole, then the software looked for the nearest neighbors in Euclidian distance for each beer vector. The next bit is a bit tricky to understand, but Jamieson basically had his software plot out each beer onto a two-dimensional space, then looked at how “close” three beers were to each other. Doing so allowed him to delineate where one beer style ends and another begins. He did not follow the style descriptors used by RateBeer (because style guides can be notoriously misleading), but let the data dictate where the lines of demarcation would lie.

Jamieson then overlaid bitterness data (IBUs), color (SRM data) and “maltiness” (amount of unfermented sugar in the beer by comparing final gravity to original gravity) onto the spatial map of beer styles. This is where I get a bit skeptical, to be honest, because two of those criteria — bitterness and maltiness — have data values that don’t necessarily correlate well with drinker experience. And bitterness doesn’t correlate with “hoppiness;” problematic because I know a number of beer drinkers who don’t mind a bitter beer, but can’t stand a really grassy or resinous hop-bomb. To be fair, Jamieson does admit that the “maltiness” value is somewhat dubious, and the various keyword weightings should help address the hop-bomb category.

BeerMapper Preferences

A heat map shows which styles of beer a user prefers. Yellow means more preferred, orange less.

In any case, the app isn’t for public use. As Jamieson says on his website, it’s not intuitive enough for the average user. Guess you’re stuck asking the bartender for recommendations.

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Should I Wait For Am5 Socket?

The AM4 socket had a good run. Too good a run, some could (and do) argue. We’ve seen it host some of the best processors and components AMD has ever released, design-wise, and seen AMD arguably retake the crown of upper-echelon processing power for mainstream consumers with the 5000 series.

Should You Wait for the AM5 Socket?

The question of whether or not you should wait for the AM5 socket boils down to a few key factors. First, what it is you’re planning on buying now, and second what you expect to get by waiting for the AM5. Down below we will take a look at what you can expect to gain from the AM5 socket in terms of an upgrade path and the argument against waiting for the next best thing. 

Nobody really knows when AM5 is coming out.

There is, as of yet, no official word on an AM5 release date, with AMD having remained conspicuously mum on the subject and more than willing to let the rumor pot stir (almost as if only to further provide evidence of a rumor mill’s worth). With many guesses in 2023 and early 2023 that the 5000 series would debut on the AM5, and seeing how that turned out, it’s important to remember that it’s all just speculation best ingested with a healthy tablespoon of salt.

That said, the current estimate is that the AM5 is likely to release sometime between late 2023 and early 2023. Remember this is nothing more than a general consensus achieved through estimates based on AMD’s previous track record of release schedules. The only certainty in the conversation surrounding the AM5’s release date is that it won’t be soon. So if you are waiting, you could be waiting up to a year or more. 

What Gains Will the AM5 Provide?

The next question is: why wait?

AM5 is just a socket, but the tantalizing carrot it dangles before the consumer is the prospect of a virgin upgrade path that can last for generations to come like the AM4 did. If you are consternated, unable to decide whether you should build now on an AM4 or wait for the AM5 to come out and get in on the ground floor of a brand new upgrade path, there are a few subordinate factors worth your consideration. Firstly, what are the new components coming out, when will they be coming out, and what will their capabilities be relative to current-gen counterparts. 

1. DDR5

2. PCIe5

There are conflicting reports regarding whether or not PCIe5 will be included with the upcoming Zen 4 architecture; Unlike DDR5, PCIe5 is not expected to make its debut under the AMD umbrella anytime in 2023 but may accompany Zen 4 in early 2023. This notion bodes well for individuals and organizations engaged with machine-learning and cloud-computing services who require, more than anyone else, increased bandwidth and transfer rates. However, if you’re just an individual gamer looking for a bump in FPS, PCIe5 shouldn’t be much of a consideration anyway and definitely won’t factor into a decision to hold off for AM5 — so you can scratch this off your list.

3. USB4

With the AM5 we should expect USB4 support, bringing with it an immense upgrade in transfer speed (double that of USB 3’s latest iteration) at 40GBps speed. On top of the increased capacity, the new USB4 will show enhanced data splitting, allocating bandwidth according to use when transmitting both video and data rather than simply splitting it 50/50 like USB 3– vastly improving speed and transfer efficiency.

4. Zen 4

The most exciting feature lying in wait for consumers has to be the Zen 4 microarchitecture, roughly expected sometime in 2023, but currently inhabiting only the nightly dreams of tech enthusiasts everywhere. Little is known for certain about AMD’s upcoming evolution in microarchitecture, but the rumor mill is currently overclocking like there’s no tomorrow to produce all sorts of promises; many predictions are suggesting a performance boost as magnificent as 40% over Zen 3, with a 29% uptick in IPC. So, all things considered, Zen 4 is one hell of a honeypot for those considering playing the waiting game and the one worth thinking about most. 

To Build or Not to Build

We say get building. 

Don’t waste your time waiting on the next best thing because there will always be a next best thing. If you do shell out for the current lineup of beasts on the AM4, you can rest assured they will remain beastly for some time to come. The 5000 series is the one last hurrah of the AM4 but it will easily last for a few years to come. Not only will most of the 5000 series be comfortable with whatever you can throw at them for some time, but you will also save a lot of money making purchases on current tech rather than freshly released next-gen components.

There will always be something around the corner that feels worth waiting for, including several years from now when you are in the market for another motherboard again.

How Is Guinness Making Its Beer Vegan?

If you’re a vegan or strict vegetarian and you’ve done your research, you have probably been steering clear of Guinness. That’s because, in order to make the 256-year-old Irish stout many of us know and love, brewers use a product called “isinglass” that is made from dried fish bladders. Now, after years of pressure from consumers, Guinness has announced that it will no longer use isinglass to filter its beer, and plans to build a new filtration system for that purpose in 2023. What sort of filtration system might that be, and why has it taken this long to start using it?

It’s important to know why Guinness needs to be filtered in the first place. During the beer’s fermentation, yeast gobbles up its starchy sugar source (all beers use barley for this, though a few add wheat as well) to carbonate the beer and create alcohol. But after the yeast has done its job, most beers have some remaining polyphenols, micronutrients left over from the barley or hops, which can make the beer look cloudy or turbid. “U.S. consumers would think there’s something wrong with a cloudy-looking beer—they may think it’s spoiled,” says Karl Siebert, a professor of biochemistry in the food sciences department at Cornell University. “It wouldn’t hurt anyone, and it doesn’t change the texture much. It’s just unappealing.”

Most beers go through some sort of filtration process before they’re served. For beers like cask ales and Guinness’ trademark stout, these compounds eventually settle out, but brewers have long looked for a way to speed up this process.

That’s where fining agents come in. Substances like gelatins or isinglass (a protein extracted from dried swim bladders of tropical fish) help form complexes between the unique types of cloudy proteins and leftover yeast in cask ales, which makes them heavy enough to settle to the bottom. Importantly, these fining agents speed up the settling out process without changing the beer’s overall taste or chemistry.

So Guinness brewers have used isinglass, possibly for all of the beer’s 256-year history, to bring the non-cloudy beer more quickly to drinkers’ pints. But in recent years, the vegetarian and vegan communities have demanded that the company drop isinglass from its production process.

For years the company has been looking for a way to satisfy vegans’ demands without alienating consumers used to Guinness’ clarity. And now it appears that it has found one. “We are now pleased to have identified a new process through investment in a state-of-the-art filtration system at St James’s Gate which, once in place, will remove the use of isinglass in the brewing process,” a Guinness spokesperson told Popular Science via email.

Since the spokesperson didn’t get into detail about this filtration system, we asked Siebert about other filtration methods used in the beer industry. One is simply another kind of fining agent called tannic acid (found in lots of different foods, the same compound that makes wine taste dry)—chemically, it works differently than the other fining agents, but it achieves the same end goal of speeding up the settling out process.

Unless Guinness has discovered a totally groundbreaking filtration method, the company is likely using one or both of these methods, Siebert says. “But it’s pretty hard to come up with something that works as well as a gelatin or isinglass,” he adds. It’s possible that Guinness is spending a little more on its filtration process so that its beer is clear and vegan-friendly, but that might actually make sense from a business perspective, if thousands of vegans worldwide suddenly become Guinness drinkers.

What Is& Should You Disable It?

What is chúng tôi & Should You Disable it? Disabling it isn’t recommeded for those who use pen-enabled devices




Although chúng tôi is a legitimate Windows file, it may cause a number of issues.

Terminating it with Task Manager won’t do as Windows automatically restores it in a reboot.

To disable it, you can use the Local Group Policy Editor or Command Prompt.



To fix Windows PC system issues, you will need a dedicated tool

Fortect is a tool that does not simply cleans up your PC, but has a repository with several millions of Windows System files stored in their initial version. When your PC encounters a problem, Fortect will fix it for you, by replacing bad files with fresh versions. To fix your current PC issue, here are the steps you need to take:

Download Fortect and install it on your PC.

Start the tool’s scanning process to look for corrupt files that are the source of your problem

Fortect has been downloaded by


readers this month.

Many users have reported that the chúng tôi process has caused problems for their OS, including consuming high memory. This begs the question of whether it’s safe to remove it because it’s a Windows component.

If you’ve also run into the same issue, keep reading for some effective solutions.

What does chúng tôi do?

The chúng tôi system file is an abbreviation for Windows Ink Services Platform Tablet Input Subsystem. It’s part of the Windows Ink Workplace, the service enabling handwriting on office and note-taking software.

The executable gets automatically installed along with any Microsoft Office, Adobe, or Journal viewer software.

Is chúng tôi safe?

The chúng tôi file is a legitimate Windows one. However, that doesn’t mean it can’t damage your computer. The problem with the file is that it remains active in the background even when no touch screen or pen input is available or used by the system.

This consumes many system resources, slows your CPU, and can even harm other software. So, while it might be safe to stay, as it’s a legitimate file, do you even need it on your PC?

Disabling it isn’t recommended for most users, especially touch screens and pen-enabled devices. The executable’s vital for the optimal performance and functionality of note-taking, drawing, or design apps.

However, if you do not own such a device or do not intend to use any pen input component, disabling the process might free up some valuable system resources and positively impact your PC performance.

You can terminate the chúng tôi process from Task Manager, but this is just a temporary solution. Windows is set to automatically restore it every time you reopen an app that needs it or reboot your computer.

Scroll down below for some effective solutions to ensure that chúng tôi remains disabled.


Keep in mind that disabling it may render certain features of apps, such as Microsoft Office, Snipping Tool, and Adobe, unusable.

How can I stop wisptis.exe? 1. Disable the process from auto-start using Command Prompt 2. Disable the App-V client

Keep in mind that if disabling the App-V client harms your computing experience, you can re-enable it by following the steps above, but this time choosing Automatic under Startup type, followed by another restart.

3. Use the Local Group Policy Editor

So that’s how you disable the chúng tôi process. Additionally, you may disable the entire Windows Ink Workplace feature.

Still experiencing issues?

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What Is WordPress And Should You Use It?

Edgar Cervantes / Android Authority

WordPress is used to run 43% of all websites on the internet. It is deployed by huge international entities such as Microsoft, Sony Music, PlayStation, Time Magazine, CNN, Disney, the White House, and many more. It is basically the engine that fuels a lot of the internet and keeps it ticking along. But what is WordPress exactly? How does it work, and should you use it for your website?

WordPress features

Now that we have established what WordPress is, let’s now look at the features which make it the go-to content management system for a large chunk of the internet. There are a lot of worthy features, so we can’t possibly cover each one. Instead, here are the biggest and the best features which make WordPress stand head and shoulders above the rest.

Plugins for every conceivable user need

Once you have the theme up, the next step is to start adding functionality to your site. This functionality comes in the form of plugins, of which there are a huge number of free ones and an even bigger number of paid ones.

Saying that, though, resist the urge to install too many plugins. The more you install, the more your site will slow down when someone visits it. This will, in turn, affect your Google search ranking, which these days heavily relies on page speed. I would say that, if you start going over 15 plugins, you should start seriously reviewing them to see if you can uninstall any. If you get to 20, then you really need to stop and be a bit more selective.

Optimized URLs

If you want to rank high in search results, there are many things you need to remember. But one very important one is having an optimized URL structure. A URL that is descriptive, short, and indexable to Google.

In WordPress, you can specify which elements go into your links, as well as what structure you want to have.

Essential WordPress plugins

After 15 years or so of using WordPress, I have developed a core list of the essential plugins that go on each of my sites. Here they are.


Everybody wants to be on page one of Google. Otherwise, what’s the point? The best way to get there is to use a dedicated plugin that will tell you what you’re doing right and wrong SEO-wise on your site. The industry leader, by far, is Yoast.

The free version is more than enough for casual users, but if you’re a business, you should pay the $99 a year to upgrade to the premium plugin. They also have other premium plugins for WooCommerce shops, local businesses, video SEO, and getting into Google News.

Broken Link Checker

Links break all the time, as sites take down pages or change the URL of pages. Not everyone has the presence of mind to set up an automatic redirect to the new link. So if you link to a page, and that link suddenly disappears, your visitor will end up looking at the dreaded 404 page not found message. Broken links can also negatively affect your search rankings.

Broken Link Checker sits on your WordPress dashboard and flags any links it believes to be broken. You also get an email notifying you. You can then check the link, and if it is indeed broken, the plugin can remove the link for you.

Using WordPress on a local computer

If you want to test any WordPress themes, plugins, or other tweaks, but don’t want to do it on a live site, then the best option is to make a local installation on your computer. The best software app for this is definitely Local. It sets up a site and opens it in your browser. When you close down the site, it disappears again.

This is invaluable if you are not sure about a plugin and want to test it first before putting it on a live site. Or if you want to mess around with different themes.

Should you use WordPress?

FAQs is the free version that you must download and install onto your own web server. chúng tôi is the version hosted by WordPress, which you can pay for. is installed with a default free theme, and every year, they bring out a new default free theme. You can also search the WordPress directory and the internet for other free themes. You’re spoilt for choice, but the quality greatly varies.

What Services Should A Digital Marketing Agency Offer?

In this article, we’ll talk about the most common digital marketing services that agencies provide. This list serves as a practical guide for business owners who are considering outsourcing their digital marketing efforts. The list below is also useful for freelancers and digital marketing consultants who want to provide their clients with additional services. If you’re planning on starting a digital marketing agency, this list can help you identify the various services that you can offer to potential customers.

What is a Digital Marketing Agency?

Instead of handling your own marketing efforts, you can hire a digital agency to handle all of your online marketing needs. They can help you reach your goals and promote your business online. Apart from working with multiple clients, the digital agency usually gets to know each company’s goals and provides recommendations tailored to meet those needs.

What Makes a Good Digital Marketing Agency?

A good digital agency is more likely to work with you throughout the whole process, which is why it’s important that you and the agency have a solid understanding of each other. In addition to being able to work well together, a good partnership also involves a solid understanding of the other factors that affect the success of the project.

Open communication − being involved throughout the process is very important for you and the digital agency, as you are likely to have more knowledge about the project than anyone else. Having a good partner will allow you to discover your goals and provide honest feedback on their recommendations.

Trust − Having a good agency partner can help you keep product-related details secure and on track.

Quality time − It’s important to regularly meet with the team to ensure that everyone is on the same wavelength and that the results are exceeding your expectations.

How do you Choose the best Digital Marketing Agency?

Getting the jump on digital marketing is a huge step for any business, especially small and medium-sized enterprises. However, many factors prevent them from hiring a digital agency. These include concerns about increased spending and trust issues.

To start, we recommend using a review site like chúng tôi to find a digital agency that fits your needs. You can filter their results by their project size, average hourly rate, and location. Then, take a look at their client testimonials to see if their stories resonate with you. Another good idea is to ask around and see what other businesses have used these types of agencies.

After you have narrowed it down to a few potential agencies, we recommend that you check their offerings and see how they can help you. Although they may not have the exact services that you require at the moment, knowing that they can offer them in the future is a good sign.

Before you start working with an agency, make sure that they have a work page that showcases the various services that they provide. This should include a list of the client’s challenges and the results that they were able to achieve. This will allow you to visualize what you might get from them and how they might work for you.

You should also reach out to an agency directly. This is a great way to get a feel for their services and how they can help your business. They’ll be able to answer any questions that you may have and provide some solutions that they can offer.

What Services does a Digital Marketing Agency Offer? Search Engine Optimization (SEO)

Search engine optimization is one of the most popular digital marketing services. It is a core component of many digital marketing agencies’ offerings. High search engine rankings are very important for any website to attract organic traffic.

Social Media Marketing Services Content Marketing Services

In today’s digital age, content marketing is an integral part of any company’s marketing efforts. Content marketing is a vital part of any company’s strategy as it can help boost traffic to its website and app.

Link-building Services

One of the most effective methods of increasing a website’s link count is through link building. This process is carried out by a professional digital marketing agency or an SEO firm. A list of digital marketing services includes link-building strategies. One of the most expensive and powerful services that digital marketing firms offer is link building. However, it is important to note that this process should only be handled by experienced marketers.


It is important to partner with a digital marketing agency that has the necessary expertise to deliver effective online marketing strategies. Apart from being able to create effective marketing solutions, these professionals will also help you grow your business by developing unique and personalized approaches.

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