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Design approach may help fix bias in artificial intelligence

An approach called feminist design thinking could serve as a valuable framework for developing software that reduces algorithmic bias in a meaningful way. In this context, the application of feminist design thinking would mean incorporating the idea of equity into the design of the algorithm itself.

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Photo by Valentina Conde from Unsplash.com

Bias in artificial intelligence (AI) and machine learning programs is well established. Researchers from North Carolina State University and Pennsylvania State University are now proposing that software developers incorporate the concept of “feminist design thinking” into their development process as a way of improving equity – particularly in the development of software used in the hiring process.

“There seem to be countless stories of ways that bias in AI is manifesting itself, and there are many thought pieces out there on what contributes to this bias,” says Fay Payton, a professor of information systems/technology and University Faculty Scholar at NC State. “Our goal here was to put forward guidelines that can be used to develop workable solutions to algorithm bias against women, African American and Latinx professions in the IT workforce.

“Too many existing hiring algorithms incorporate de facto identity markers that exclude qualified candidates because of their gender, race, ethnicity, age and so on,” says Payton, who is co-lead author of a paper on the work. “We are simply looking for equity – that job candidates be able to participate in the hiring process on an equal footing.”

Payton and her collaborators argue that an approach called feminist design thinking could serve as a valuable framework for developing software that reduces algorithmic bias in a meaningful way. In this context, the application of feminist design thinking would mean incorporating the idea of equity into the design of the algorithm itself.

“Compounding the effects of algorithmic bias is the historical underrepresentation of women, Black and Latinx software engineers to provide novel insights regarding equitable design approaches based on their lived experiences,” says Lynette Yarger, co-lead author of the paper and an associate professor of information sciences and technology at Penn State.

“Essentially, this approach would mean developing algorithms that value inclusion and equity across gender, race and ethnicity,” Payton says. “The practical application of this is the development and implementation of a process for creating algorithms in which designers are considering an audience that includes women, that includes Black people, that includes Latinx people. Essentially, developers of all backgrounds would be called on to actively consider – and value – people who are different from themselves.

“To be clear, this is not just about doing something because it is morally correct. But we know that women, African Americans and Latinx people are under-represented in IT fields. And there is ample evidence that a diverse, inclusive workforce improves a company’s bottom line,” Payton says. “If you can do the right thing and improve your profit margin, why wouldn’t you?”

The paper, “Algorithmic equity in the hiring of underrepresented IT job candidates,” is published in the journal Online Information Review. The paper was co-authored by Bikalpa Neupane of Penn State.

Lifestyle & Culture

Money saving apps that you can try

If you are tired of trying to save money and failing to, here are some apps that can help you save some money.

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Saving money is very important for any person or business. Money that you save can be transformed into emergency funds, it is not good for a person to not have money kept in case of an emergency.

If you are tired of trying to save money and failing to, here are some apps that can help you save some money.

Chime

It is a mobile banking app that is compatible with Android and iOS. You can instantly see transactions and track spending ones. You will also have a spending account as well as a debit card that is safe because it is FDIC-insured and it can be used for online slots real money. In addition to all that you will also have an automatic savings account. 10% of every paycheck is au0tomatically deposited in the savings account. If your money is in a savings account, you will not be tempted to spend it.

Digit

This app does all the thinking, it looks at your income and expenditures. After that, it goes on to calculate what you may save. It then puts the money that you can save in an FDIC-insured Digit account.

Clarity Money

This app tells you how you can spend money wisely and how money can be wasted. The app also helps you by cancelling subscriptions that you are not using like casino apps, you can always browse on brand new casino sites no need for case . And those 5t6hat you do not need. Also, it helps you save by negotiating your bills down to lower rates. The app tracks how you spend in order to ensure that you stay on budget. It will also recommend credit cards for you, it does so according to your lifestyle. With this app, you can also have a savings account.

Qapital

Qapital will educate you on the idea of saving money. It can help you understand the idea of saving a little in order to achieve a larger goal.

Mint

This app helps you maintain your bills. It makes sure you pay your bills on time in order to avoid losing unnecessary money.

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Lifestyle & Culture

5 Tips for successfully targeting your PPC advertising

It’s extremely important to understand who you’re trying to reach with your pay per click advertising. If this is not clearly defined, then you’re going to find it hard to achieve a return on your investment.

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If you’re going to run a successful advertising campaign then it’s got to be targeted. It needs to reach the right people at the right time, and give you a return on your investment. So, how can you achieve this?

Understand Your Audience 

It’s extremely important to understand who you’re trying to reach with your pay per click advertising. If this is not clearly defined, then you’re going to find it hard to achieve a return on your investment. 

The more you know about your audience, the better, so think about who they are, where they come from, how they search for information, at what times they are active online, what keeps them entertained, and anything else that might be relevant. 

Choose a Platform 

Google isn’t the only place you can run pay per click adverts. You can also run paid campaigns on other search engines and on your social media platforms. 

What’s important is that you’re reaching your audience where they are, and that you’re adapting your message to suit the platform you choose. For example, if you’re going to advertise on social media, you’re probably more likely to use video to help you get your message across. 

Each platform is different, and while they all offer great opportunities, you need to adapt your message accordingly. 

Set Your Budget

Budgeting is an important part of PPC. You want your budget to go as far as it possibly can, and this is something you can continue to optimize. 

One important thing is that you don’t want to waste your budget when your target audience isn’t searching. 

For example, if you’re running B2B ads, you probably don’t want them running on weekends, or out of work hours. You don’t want to spend all your budget before people even get to work in the morning, so it’s important to factor all these things into your budget. 

Track Your Results

One of the reasons PPC is so effective is because you have so much data available to you to analyze. This gives you great power to find the approach that best suits your business, but you’ve got to make use of it. 

If you just set your campaign and then forget about it, it’s likely that the money will be going out, but you won’t be seeing optimal results. To get the best ROI you need to keep track of your performance and make the necessary changes. 

The right PPC agency services will be able to help make sure you’re tracking your campaign correctly so you can get the most bang for your buck. 

Tweak Accordingly 

The world is always changing, and PPC advertising and your audience will change to reflect this. The ads that work today won’t necessarily work tomorrow, and your budget requirements might change, so you’ve always got to be ready to tweak your approach. 

You’ve got all the data you need to make sure your campaigns are optimized, you just need to make use of it. 

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Lifestyle & Culture

Four of the best mythology games in 2020

The theme of mythology has always been popular with game creators and developers taking legends from the past and finding innovative ways to retell these stories.

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The world of online gaming has continued to grow, and go from strength to strength since its creation. The theme of mythology has always been popular with game creators and developers taking legends from the past and finding innovative ways to retell these stories. 

Paddy Power Games offer the latest and best games available, vetted by their team of experts. Before a game is added to their site, it is checked whether it offers great gameplay and plenty of ways to win. Only after the game has gone through the demanding testing will it then be selected to be added to its ever-expanding list of games. Here we run through four of the best mythological games you need to play.

Leprechaun’s Luck Online Slot

Leprechauns are deeply embedded in Irish mythology. They are famous in the Emerald Isle and across the globe, known for their whimsy, magic, rainbows and pots of gold. The Leprechaun’s Luck online slot has already established itself as a classic in the industry and one of the most popular Irish-themed games. 

This is an interactive and colorful slot that has a progressive jackpot worth over £100,000 and is unlike your standard jackpot spinners. Aside from the slots, there are bonus rounds and mini-games that increase your chances of winning prizes; including the six-figure prize pot. The game has an 88.01% Return to Player (RTP)

Age of the Gods – Medusa & Monsters

Greek mythology is known around the world and one character in particular is quite iconic. Medusa is recognized for having snakes in her hair and turning her enemies to stone with her gaze. The game Age of the Gods: Medusa & Monsters is a slot that offers an RTP of 96.09%. The game is slightly different from standard slots as there is an extra slot reel giving the game six in total. The game’s interface has cameo appearances from mermaids, the Minotaur and the hounds of hell as well as Medusa herself helping you win more prizes. 

One main difference from other slots is if Medusa appears in slot reels two, four and six you can unlock free spins and the game has a progressive jackpot of over £250,000. Including mini-games and bonuses throughout, this game will keep you entertained and on your toes.

Curse of the Werewolf Megaways

Werewolves are notoriously renowned for their bloodlust and transformation during a full moon. This particular myth has been around for centuries and is still as popular as ever. The Curse of the Werewolf Megaways game offers a 96.5% RTP and is littered with bonuses, win multipliers and interactive game play that keeps you engaged. There are six reels on the screen and the ways of winning change randomly every time. Matching three bonus symbols earns you eight free spins and this increases to fifteen spins for landing six at once. You can earn up to ten times your stake if a werewolf fills six adjacent spots giving this game multiple ways to win with the bonuses and multipliers included.

Release the Kraken Slot

The legend of the Kraken was told by sailors and pirates as a massive ship destroying monster. Release the Kraken has taken the myth and transformed it into an interactive game that can earn you up to 10,000 times your wager. The game has a 96.5% RTP and boasts a maximum pay line prize of 35x . There are multiple bonus features to be enjoyed in this game depending on which symbols land where on the reels, making this slot one of the best and most popular in the industry.

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Lifestyle & Culture

Diversity in gaming

Times are changing, and with so many titles being so influential to the growing audience, it’s an opportunity that can’t be missed in the goal for equality and diversity, and with the ability to change so quickly, gaming could certainly be a leading player.

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The social climate has been changing in recent years, inclusion is the hot topic and it is being seen absolutely everywhere as all forms of media are starting to show this – from popular culture in movies and TV to music, one area that has been a little slow to respond however is within gaming as little change had been seen – until now, as upcoming and existing titles are starting to be much more inclusive for different audiences.

The most recognizable has certainly been from the newest project set to release from studio CD Projekt Red in Cyberpunk 2077 – the title set to release later this year has been very open around how players are able to identify their character and how these choices will impact the story throughout. 

Upon creation, the usual gender selection option won’t be available as players will leave that up to their own choice and will be able to style their character or avatar however they choose without gender restrictions being present, the developers had also mentioned that the romance system within the game would also be up to player interpretation as the promise of LGBTQ romance options has widespread – the huge number of romancible characters will be available to any player and that the approach toward gender for the games protagonist, V, is a huge reason behind the flexibility here.

Image from PCgamer.com

Other more established names have started to enter this space too – one of the biggest games in the world in World of Warcraft has been a long established title, capturing millions of players since its initial launch in 2004 and something that is very influential for many – and yet once again another title that is looking to reach out and include others with the growing support by introducing a character in the story that supports the LGBTQ movement as provides those within the game a sense of representation – whilst it may be a small first step, it could lead to something bigger within a game that already has so much reach. 

It won’t be long before many others get on board too with increasing calls for representation wherever possible – mobile gaming may be the next big target as it has started to capture a growing audience and is the biggest gaming market in the world, particularly across certain genres where character representations can make up a big part of the game without directly influencing the gameplay itself – online casinos have been one of these as character representation is often a big part of the sell and have been one of the fastest growing genres despite changes to regulation, those found at Maximum Casinos have started to cater to the wider audience and may amongst the next in line to start offering a more diverse approach.

It’s certainly changing times, and with so many titles being so influential to the growing audience, it’s an opportunity that can’t be missed in the goal for equality and diversity, and with the ability to change so quickly, gaming could certainly be a leading player.

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Technology

Why you should switch to IPTV

If you want to cut your bills in half, or more than in half, you need to switch to IPTV. For a fraction of the price of cable, you can access the same channels using your WiFi connection – the same as you would when watching on your computer.

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Your TV is an important part of your life – even if you wouldn’t like to admit it. More and more, we  use our TVs to watch movies, shows, news and even play video games.

IMAGE SOURCE: PEXELS.COM

During the COVID-19 pandemic, with movie theaters closed, we all snuggled down and watched Netflix to pass the time in quarantine. It’s pretty difficult to imagine our lives without TV. The downside, however, is that we spend an increasing amount on TV per month – with subscriptions, rentals and cable, it gets pretty pricey.

What Is IPTV?

IPTV stands for Internet Protocol Television and is a service which uses the internet, rather than satellite or cable, to access TV. IPTV is streamed through the Internet, but don’t be fooled, it does not just include TV which is usually online like Amazon Prime. IPTV includes all TV channels which you would be accessing through cable or satellite – it is simply a different way of accessing the same things. IPTV is accessible through WiFi and can be used by anyone with a strong broadband connection.

Why Choose IPTV?

IPTV has basically no cons – it’s all pros. This service is fast, simple, and crucially, cost-effective.

  • The Pricing

If you want to cut your bills in half, or more than in half, you need to switch to IPTV. For a fraction of the price of cable, you can access the same channels using your WiFi connection – the same as you would when watching on your computer. The pricing of IPTV is unparalleled next to the traditional modes of TV watching. 

  • The Convenience and Reliability

With a good WiFi provider,  you are all set. It really is as simple as that. Instead of paying for high speed internet and cable television, you can combine the two. Plus, there will be barely any glitching. It is smooth, simple and highly convenient.

  • The Expansive Channel Selection Perfect For Families

Unlike with cable, IPTV has thousands of channels available so it is perfect for the whole family. If you want a great selection of kids shows, adult series and movies, this is the perfect package.

How To Switch To IPTV

If you want to make the switch to IPTV, you need to notify your cable provider once you find the right IPTV package for you. You can shop for IPTV packages on comparison sites and find the right selection for you.

In addition, it’s important to make sure you have the Best Device for IPTV which can stream it in high definition. Also, you need to ensure your WiFi is high speed, to avoid any buffering when your IPTV is installed!

The decision has never been easier – switch to IPTV today and find an amazing selection of channels for the lowest price ever.

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Lifestyle & Culture

Things only old-school Pac-Man fans will appreciate

Long before best payout casino games or 3D video games were popular, there was Pac-Man. Although the young generation might not quite appreciate the game, it is really one of the best games, and only old school Pac-Man fans will understand this.

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Pac-Man is one video game that has been around for the longest time. In fact, this game was released back in the 80s and has managed to stand the test of time. In fact, Pac-Man is actually one of the top-grossing game franchises of all time.

Long before best payout casino games or 3D video games were popular, there was Pac-Man. Although the young generation might not quite appreciate the game, it is really one of the best games, and only old school Pac-Man fans will understand this.

Below, we list some of the things that old school Pac-Man fans will appreciate about the game. Enjoy!

Pac-Man Was The First Game With Major Merchandise

We guess that when Pac-Man was first released, it was at a time when mainstream media had just started realizing the power of merchandising. Thus, a lot of products were made that carried the game logo or character on the packaging. This increased sales astoundingly. As a result, Pac-Man became popular amongst all people of all ages.

The Pac-Man Cartoon Was Pretty Good In Its Day

The Pac-Man cartoon was made as a spin-off to the video game. While many cartoons like these seemed to fail, that didn’t happen with Pac-Man. In fact, back in the day, Pac-Man was a really pretty cool cartoon.

Pac-Man Fever Was A Huge Hit

Pac-Man Fever is the soundtrack album of the game that was released on cassette, vinyl, and 8-track. The album carried a total of 8 songs that were based on video games and meilleurs jeux au casino . The album was so popular that the title track actually became a top 10 hit, and it also got featured in a few TV shows. 

Of course, the young generation may not understand it, but the album was pretty cool when it was released. It’s not surprising to see some die-hard fans of the game jamming along to some of the songs today.

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