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Facebook Shares the Results of its First Deepfake Detection Challenge

Published

4 years ago

June 12, 2020

facebook shares the results of its first deepfake detection challenge

With various politically-affiliated groups already using digital platforms to manipulate and influence voters, the rise of deepfakes is a serious concern, and could pose a major threat to democracy as we know it.

That’s why all the major platforms are working to develop systems to detect digitally altered videos, in order to catch them before they can spread. Twitter launched its ‘Manipulated Media’ policy back in February for this purpose, while Facebook has been looking at ways to advance its own detection models. In line with this, back in September, The Social Network issued a challenge to academic teams to come up with better deepfake detection models which could be used to weed out these videos.

And this week, Facebook has shared the results of its first Deepfake Detection Challenge.

As explained by Facebook:

“The DFDC launched last December, and 2,114 participants submitted more than 35,000 models to the competition. Now that the challenge has concluded, we are sharing details on the results and working with the winners to help them release code for the top-performing detection models.”

This is a key point – Facebook, upon working with the winning teams, is looking to share the codebase for each of the winning models, while it’s also planning to open source the datasets used, in order to help advance research into deepfakes more broadly.

So how good were the winning models?

The best performing detection models, from the thousands submitted, saw detection rates above 82%. Which is impressive – but that was based on the training set provided, which the researchers could study and refine specifically, focused on those examples.

In order to determine the true accuracy of these systems, Facebook also tested the models on a ‘black box’ dataset of 10,000 video clips which the participants had not previously seen and had no access to before submitting their code. That altered the final results significantly.

“The highest-performing entrant was a model entered by Selim Seferbekov. It achieved an average precision of 65.18% against the black box data set. Using the public data set, this model had been ranked fourth. Similarly, the other winning models, which were second through fifth when tested against the black box environment, also ranked lower on the public leaderboard. (They were 37th, 6th, 10th and 17th, respectively.)”

As you can see, the results changed a lot when they were applied to videos that the researchers could not train for specifically. That likely shows that there’s still a long way to go in establishing a truly accurate deepfake detection system – though a 65% detection rate is still significant, and would likely help to flag many potential concerns within the posting process.

Ideally, however, Facebook can get this number higher, and develop a better system for determining digitally altered videos before they’re shared. Because as we’ve seen, once a video is uploaded online, the fact that it’s determined to be fake or edited at a later stage is often too late to stop the damage being caused.

Already, within this US Presidential Election cycle, we’ve seen several examples of videos being edited or changed in order to emphasize certain elements. There was the controversial Nancy Pelosi video, in which Pelosi appeared to be slurring her words, the Michael Bloomberg video where he pressed other candidates on their business credentials during a debate, and the Joe Biden clip which had been edited to show Biden saying that people should vote for Donald Trump.

These videos were not advanced deepfakes, they all used fairly basic editing techniques. But each of them sparked significant debate, despite them being heavily edited, and proven to be so. Even when they were revealed to be edited, the debates carried on. You can only imagine the damage that a convincing enough deepfake could do within that same process.

And we are indeed likely to find out just how much damage deepfakes can do. As the 2020 US Election race heats up, it seems increasingly likely that, at some stage, a deepfake video of some kind will come into play.

How will that change the race? How will it alter voter behavior? Can digital platforms detect and eliminate such before it takes hold?

It could just be that in the wake of the election, a deepfake video might be the central focus, much like Cambridge Analytica became the target after 2016. Facebook’s working to avoid that outcome, and it could end up bring a crucial effort.

You can read more about Facebook’s Deepfake Detection Challenge here.

Socialmediatoday.com

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12 Proven Methods to Make Money Blogging in 2024

Published

4 months ago

May 14, 2024

Entireweb News Bot

This is a contributed article.

The world of blogging continues to thrive in 2024, offering a compelling avenue for creative minds to share their knowledge, build an audience, and even turn their passion into profit. Whether you’re a seasoned blogger or just starting, there are numerous effective strategies to monetize your blog and achieve financial success. Here, we delve into 12 proven methods to make money blogging in 2024:

1. Embrace Niche Expertise:

Standing out in the vast blogosphere requires focus. Carving a niche allows you to cater to a specific audience with targeted content. This not only builds a loyal following but also positions you as an authority in your chosen field. Whether it’s gardening techniques, travel hacking tips, or the intricacies of cryptocurrency, delve deep into a subject you’re passionate and knowledgeable about. Targeted audiences are more receptive to monetization efforts, making them ideal for success.

2. Content is King (and Queen):

High-quality content remains the cornerstone of any successful blog. In 2024, readers crave informative, engaging, and well-written content that solves their problems, answers their questions, or entertains them. Invest time in crafting valuable blog posts, articles, or videos that resonate with your target audience.

Focus on evergreen content: Create content that remains relevant for a long time, attracting consistent traffic and boosting your earning potential.
Incorporate multimedia: Spice up your content with captivating images, infographics, or even videos to enhance reader engagement and improve SEO.
Maintain consistency: Develop a regular publishing schedule to build anticipation and keep your audience coming back for more.

3. The Power of SEO:

Search Engine Optimization (SEO) ensures your blog ranks high in search engine results for relevant keywords. This increases organic traffic, the lifeblood of any monetization strategy.

Keyword research: Use keyword research tools to identify terms your target audience searches for. Strategically incorporate these keywords into your content naturally.
Technical SEO: Optimize your blog’s loading speed, mobile responsiveness, and overall technical aspects to improve search engine ranking.
Backlink building: Encourage other websites to link back to your content, boosting your blog’s authority in the eyes of search engines.

4. Monetization Magic: Affiliate Marketing

Affiliate marketing allows you to earn commissions by promoting other companies’ products or services. When a reader clicks on your affiliate link and makes a purchase, you get a commission.

Choose relevant affiliates: Promote products or services that align with your niche and resonate with your audience.
Transparency is key: Disclose your affiliate relationships clearly to your readers and build trust.
Integrate strategically: Don’t just bombard readers with links. Weave affiliate promotions naturally into your content, highlighting the value proposition.

5. Display Advertising: A Classic Approach

Display advertising involves placing banner ads, text ads, or other visual elements on your blog. When a reader clicks on an ad, you earn revenue.

Choose reputable ad networks: Partner with established ad networks that offer competitive rates and relevant ads for your audience.
Strategic ad placement: Place ads thoughtfully, avoiding an overwhelming experience for readers.
Track your performance: Monitor ad clicks and conversions to measure the effectiveness of your ad placements and optimize for better results.

6. Offer Premium Content:

Providing exclusive, in-depth content behind a paywall can generate additional income. This could be premium blog posts, ebooks, online courses, or webinars.

Deliver exceptional value: Ensure your premium content offers significant value that justifies the price tag.
Multiple pricing options: Consider offering tiered subscription plans to cater to different audience needs and budgets.
Promote effectively: Highlight the benefits of your premium content and encourage readers to subscribe.

7. Coaching and Consulting:

Leverage your expertise by offering coaching or consulting services related to your niche. Readers who find your content valuable may be interested in personalized guidance.

Position yourself as an expert: Showcase your qualifications, experience, and client testimonials to build trust and establish your credibility.
Offer free consultations: Provide a limited free consultation to potential clients, allowing them to experience your expertise firsthand.
Develop clear packages: Outline different coaching or consulting packages with varying time commitments and pricing structures.

8. The Power of Community: Online Events and Webinars

Host online events or webinars related to your niche. These events offer valuable content while also providing an opportunity to promote other monetization avenues.

Interactive and engaging: Structure your online events to be interactive with polls, Q&A sessions, or live chats. Click here to learn more about image marketing with Q&A sessions and live chats.

9. Embrace the Power of Email Marketing:

Building an email list allows you to foster stronger relationships with your audience and promote your content and offerings directly.

Offer valuable incentives: Encourage readers to subscribe by offering exclusive content, discounts, or early access to new products.
Segmentation is key: Segment your email list based on reader interests to send targeted campaigns that resonate more effectively.
Regular communication: Maintain consistent communication with your subscribers through engaging newsletters or updates.

10. Sell Your Own Products:

Take your expertise to the next level by creating and selling your own products. This could be physical merchandise, digital downloads, or even printables related to your niche.

Identify audience needs: Develop products that address the specific needs and desires of your target audience.
High-quality offerings: Invest in creating high-quality products that offer exceptional value and user experience.
Utilize multiple platforms: Sell your products through your blog, online marketplaces, or even social media platforms.

11. Sponsorships and Brand Collaborations:

Partner with brands or businesses relevant to your niche for sponsored content or collaborations. This can be a lucrative way to leverage your audience and generate income.

Maintain editorial control: While working with sponsors, ensure you retain editorial control to maintain your blog’s authenticity and audience trust.
Disclosures are essential: Clearly disclose sponsored content to readers, upholding transparency and ethical practices.
Align with your niche: Partner with brands that complement your content and resonate with your audience.

12. Freelancing and Paid Writing Opportunities:

Your blog can serve as a springboard for freelance writing opportunities. Showcase your writing skills and expertise through your blog content, attracting potential clients.

Target relevant publications: Identify online publications, websites, or magazines related to your niche and pitch your writing services.
High-quality samples: Include high-quality blog posts from your site as writing samples when pitching to potential clients.
Develop strong writing skills: Continuously hone your writing skills and stay updated on current trends in your niche to deliver exceptional work.

Conclusion:

Building a successful blog that generates income requires dedication, strategic planning, and high-quality content. In today’s digital age, there are numerous opportunities to make money online through blogging. By utilizing a combination of methods such as affiliate marketing, sponsored content, and selling digital products or services, you can leverage your blog’s potential and achieve financial success.

Remember, consistency in posting, engaging with your audience, and staying adaptable to trends are key to thriving in the ever-evolving blogosphere. Embrace new strategies, refine your approaches, and always keep your readers at the forefront of your content creation journey. With dedication and the right approach, your blog has the potential to become a valuable source of income and a platform for sharing your knowledge and passion with the world, making money online while doing what you love.

Image Credit: DepositPhotos

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Snapchat Explores New Messaging Retention Feature: A Game-Changer or Risky Move?

Published

6 months ago

March 18, 2024

Max

Snapchat Explores New Messaging Retention Feature: A Game-Changer or Risky Move?

In a recent announcement, Snapchat revealed a groundbreaking update that challenges its traditional design ethos. The platform is experimenting with an option that allows users to defy the 24-hour auto-delete rule, a feature synonymous with Snapchat’s ephemeral messaging model.

The proposed change aims to introduce a “Never delete” option in messaging retention settings, aligning Snapchat more closely with conventional messaging apps. While this move may blur Snapchat’s distinctive selling point, Snap appears convinced of its necessity.

According to Snap, the decision stems from user feedback and a commitment to innovation based on user needs. The company aims to provide greater flexibility and control over conversations, catering to the preferences of its community.

Currently undergoing trials in select markets, the new feature empowers users to adjust retention settings on a conversation-by-conversation basis. Flexibility remains paramount, with participants able to modify settings within chats and receive in-chat notifications to ensure transparency.

Snapchat underscores that the default auto-delete feature will persist, reinforcing its design philosophy centered on ephemerality. However, with the app gaining traction as a primary messaging platform, the option offers users a means to preserve longer chat histories.

The update marks a pivotal moment for Snapchat, renowned for its disappearing message premise, especially popular among younger demographics. Retaining this focus has been pivotal to Snapchat’s identity, but the shift suggests a broader strategy aimed at diversifying its user base.

This strategy may appeal particularly to older demographics, potentially extending Snapchat’s relevance as users age. By emulating features of conventional messaging platforms, Snapchat seeks to enhance its appeal and broaden its reach.

Yet, the introduction of message retention poses questions about Snapchat’s uniqueness. While addressing user demands, the risk of diluting Snapchat’s distinctiveness looms large.

As Snapchat ventures into uncharted territory, the outcome of this experiment remains uncertain. Will message retention propel Snapchat to new heights, or will it compromise the platform’s uniqueness?

Only time will tell.

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Catering to specific audience boosts your business, says accountant turned coach

Published

7 months ago

February 26, 2024

Entireweb News Bot

Catering to specific audience boosts your business, says accountant turned coach

While it is tempting to try to appeal to a broad audience, the founder of alcohol-free coaching service Just the Tonic, Sandra Parker, believes the best thing you can do for your business is focus on your niche. Here’s how she did just that.

When running a business, reaching out to as many clients as possible can be tempting. But it also risks making your marketing “too generic,” warns Sandra Parker, the founder of Just The Tonic Coaching.

“From the very start of my business, I knew exactly who I could help and who I couldn’t,” Parker told My Biggest Lessons.

Parker struggled with alcohol dependence as a young professional. Today, her business targets high-achieving individuals who face challenges similar to those she had early in her career.

“I understand their frustrations, I understand their fears, and I understand their coping mechanisms and the stories they’re telling themselves,” Parker said. “Because of that, I’m able to market very effectively, to speak in a language that they understand, and am able to reach them.”Â

“I believe that it’s really important that you know exactly who your customer or your client is, and you target them, and you resist the temptation to make your marketing too generic to try and reach everyone,” she explained.

“If you speak specifically to your target clients, you will reach them, and I believe that’s the way that you’re going to be more successful.

Watch the video for more of Sandra Parker’s biggest lessons.

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