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rosella35 · 2 years

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Borrowed Courage: Prologue

Hi everyone! I’ve decided to start posting Borrowed Courage (my borrower fanfic featuring main characters Kaleb and Brooke) on Tumblr, seeing as not everyone uses Wattpad or Deviantart. Feel free to read ahead on the sites I mentioned but if this is your first time checking out the story, I hope you enjoy it! This is just my two cents to the G/T community ^_^

[Note that this story is nonsexual, however contains themes of prejudice, dehumanisation, bullying and mentioned/implied deaths]

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USA TODAY

September 15th, 2011

IT’S A SMALL WORLD AFTER ALL

Leaked footage of ‘tiny person’ sparks media frenzy: do they really live among us?

Fairy tales and mythology have entertained the existence of miniature, humanoid creatures for centuries, however recent footage has revealed that there may be a level of truth to the myth.

Less than forty-eight hours ago, a video was posted on YouTube by an anonymous user, entitled SUBJECT #215 ‘GREY’ LEAKED FOOTAGE. The clip was recorded at Oak Ridge National Laboratory (ORNL) in Tennessee over three months, and depicts a young man who is perceived to stand less than six inches tall undertaking a series of physiological and cognitive tests within laboratory conditions.

Following its upload, the video surged across various media platforms and climbed to #3 on YouTube’s ‘Trending’ browser before being removed by ORNL officials due to confidentiality infringements. However, the footage has left a global mark, with one viewer describing the clip as ‘Extraordinary but haunting. If this wasn’t filmed from a federal government-watermarked facility, I wouldn’t have believed it at first.’

Six hours after it was taken down, the individual responsible for posting the video requested an interview with USA Today, and revealed that they were formerly part of the research team assigned to Subject #215. Employee X, who wishes to remain anonymous, described the case study in unsettling detail, explaining that the subject had underwent constant and often inhumane experimentation since being discovered in inner city Boston, Massachusetts late last year.

“The subject prefers to be called Grey.” They said. “He appears to have a human-like level of intellect, and aside from a clear difference in proportion, his body structure and physiological features are also near identical.” When asked if Grey understood speech, X was quick to reply.

“Quite well. Since being in captivity, he has revealed little about himself, but it is evident in his dialogue that he may not be the only one of his kind in existence. Based on his choice of attire and mannerisms, we have reason to believe that Grey’s ‘species’ so to speak are well adapted to living within human settlements, albeit undetected. Further, the subject has been shown to have the same dietary needs as us, which suggests that he is accustomed to consuming human food.”

According to X, they partook in the initial course of experiments which studied Grey’s physiology, however abandoned the project due to ethical qualms. “When we were briefed on the study, I imagined we would be working with an exotic species of animal, but after interacting with Grey, and gaining insight into his perception of the situation, I, along with several other members of the team were convinced that he possessed the same advanced intelligence as a human. This was soon confirmed with anatomical evidence, after an EEG conducted on the subject revealed that his brain activity for cognitive tasks was identical to ours.”

“It wasn’t a question of science any longer.” X continued. “It was a question of ethics, and I, like many other ORNL staff, stand firmly against their method of research regarding subject Grey. The reason I posted this video was to both inform and enlighten the general public of the matter, and encourage my fellow scientists to consider their methods of research from an ethical standpoint should more members of Grey’s species be discovered.”

Following the interview, a thorough investigation into the famed laboratory in Tennessee is confirmed to be underway, however the current status and whereabouts of subject Grey remain undisclosed and consequently, we are left with more questions than answers. Is there really a race of ‘tiny people’ living among us and if so, for how long will they continue to exist unbeknownst to humanity?

Published by Pamela Cook

Chief Editor

****

Oak Ridge National Laboratory, Tennessee, United States

September 14th, 2011

5:28PM

The sun crept low into the horizon, bordering on dusk, but the couple hundred people camped out around the perimeter of ORNL were hardly fazed. They’d arrived in clusters at a time over the course of forty-eight hours, locals and tourists alike. Most were waiting eagerly with phone cameras in hand, no doubt hoping to catch a glimpse of the mysterious ‘Subject Grey’ who had made his shocking internet debut not three days prior. The biggest mob had settled around a large white van emblazoned with the Channel Eighty-Five studio logo, where a cameraman, a female reporter and her associate made their final preparations for the evening news broadcast.

The reporter, a slim woman adorned in a white button up blouse and pencil skirt, waited impatiently for the signal. Her team had set up their base of operations just outside the main entrance to the Oak Ridge facility; chosen specifically so that during the program, she would address the viewers with a convincing backdrop of ORNL’s impressive chainmail fence and mob of curious onlookers. With less than a minute until they went live, her associate listened into the audio feed of the main news program and nodded to the cameraman. Then, at 5:30PM, the broadcast commenced.

“This is Vanessa Clarke, reporting to you live from the site where it all began. I’m standing outside the main entrance of Oak Ridge National Laboratory where the controversial video that shocked the world was filmed. Leaked footage of Subject #215 ‘Grey’, which has since been removed from all media platforms, was recorded by a former employee right here in this facility, where it is now believed that researchers are investigating the existence of a race of ‘tiny people’. The video and its followup article from USA Today have received a global media response, with thousands of related stories surfacing, along with further evidence of what people are claiming to be miniature people caught on film.”

While the news reporter talked, a young man broke land speed records on his old moped scooter as he tore down the highway towards the laboratory. James Peterson, a recent graduate in human ethics and ambassador for the entrepreneurial ‘Speak Up for Change’ foundation, hoped he’d make it in time.

“Thanks, Todd, and to those watching, stay tuned. We’ll have more coverage of the facility coming up shortly here on Channel Eighty-Five.” The cameraman cut off the live feed and the Vanessa let out a sigh, stepping out of the frame. She accepted a water bottle handed her way by her associate and took a sip. “Do you really think this crackpot story’s gonna boost our ratings?” She laughed lightly, leaning against the news van with a look of unconcealed scepticism.

Her coworker shrugged. “Hey, it’s all that people are talking about lately. We might as well give them a bone to chew on.” He gestured to the fenced perimeter of the facility behind them where the crowd continued to gather, some holding up handmade posters with demanding messages like ‘FREE SUBJECT GREY’ or ‘WE WANT ANSWERS’. “Besides, if we wait around out here long enough, those big-shot scientists might just give us some answers.”

“Don’t tell me…” Vanessa took another swig of water to mask her surprise. “You actually believe this crap, Charlie.”

Charlie merely smirked. “Trust me Vanessa, I stopped believing in what I heard on the news the second I landed this job.”

The reporter chuckled, opening her mouth for a witty response, when an old moped scooter burst into the clearing. The people standing nearby exclaimed in shock as it’s rider—a gangly man no older than twenty-five and dressed in a coat, wrinkled business shirt and slacks—cried out breathlessly.

“Is the news team still here? I need to speak with the news team!”

As he approached, Vanessa righted herself and stifled a sigh. There was always one crazy local who’d show up wanting their face on TV, but this guy seemed particularly desperate. She supposed she’d give him the time of day.

“My name is Vanessa Clarke, and I work for Channel Eighty-Five.” She addressed the man, who locked gazes immediately. “Can I help you?”

At her greeting, he practically collapsed with relief, quickly parking his scooter and closing the short distance between them. “Ah, y-yes! Thank god you’re still here.” He adjusted his wrinkled trench coat as he talked.

Vanessa nodded pleasantly. “Yes, we’re in the middle of a three hour coverage of this facility; you know, after that Youtube video went up on Tuesday.” Her trained eyes flickered over his awkward demeanour and overall nerdy attire; a classic science fanatic if she ever saw one. “I assume you’ve heard of it.”

“R-Right! Yes! That’s actually why I’m here. I was wondering if I could have a minute of your time while you’re taking a break.” He swallowed, no doubt noticing her obvious disinterest. “I promise, it’ll be worth it.”

Vanessa barely refrained from rolling her eyes. You’ve got to be kidding me. She shot Charlie a questioning look, to which he simply shrugged. It wasn’t like there was much else available to pass time before the next broadcast. With those thoughts in mind, the reporter sighed. “Alright, I’m listening. Just make it short, okay?” She said. “We go live again at six.”

At her choice of words, the man let out a snicker, but quickly smoothed his expression and held out a pasty hand. Vanessa shook it briskly. “Y-Yes, of course. My name is James Peterson, and I’m a representative of the Speak Up for Change foundation. We deal with several public relations issues, namely the portrayal of individuals and ethical misconduct in the media.”

I know where this is going. Vanessa inwardly groaned, ready to silence his critique with a well-rehearsed monologue. “Listen, Mr Peterson, if you’re here to file a complaint about our studio, I would recommend visiting the head office—”

“H-Hold on, I think you misunderstand where I’m getting at.” James held out his hands in a peaceful gesture. “Trust me, I’m not here to file any complaints.”

“Just hear the poor guy out, Vanessa.” Charlie cajoled her from the van, which earned him a withering look from his coworker.

She sighed. “Fine. You have my undivided attention.”

James nodded, clearing his throat. “As I was saying, the role of Speak Up for Change is to bring attention to and raise awareness towards those who have been wrongfully portrayed in the media. In particular, my latest client approached me wishing to voice his side of the story, following the Small World article publication yesterday.”

“I see…” Vanessa wasn’t sure where he was going with this. “Would you like to schedule an interview with our studio?”

James almost looked bemused. “That won’t be necessary. I’ve brought my client along with me, and we were hoping to meet with you in time for the six o’clock news broadcast.”

Vanessa frowned, his words becoming less and less clear by the second. “I’m not following.”

“With all due respect, Ms Clarke, I feel like it’ll be much easier to just show you.” He fumbled with the button of his coat breast pocket for a moment, and the reporter was about to turn away with a bored scowl when a flicker of movement caught her eye.

The entire news team watched in stunned silence as what could only be a tiny person pushed the flap of the pocket out of the way to reveal himself. He looked to be middle aged, most likely in his mid-thirties, with disheveled ash blonde hair, pale skin and haunting grey eyes. Everything about him seemed so human-like, aside from the fact that he couldn’t have stood more than six inches tall.

“Jesus Christ.” Charlie breathed.

“Actually, my name is Flint. Flint Oakland.” The impossibly small man corrected him in a soft, but clear voice. “Pardon my intrusion, Ms Clarke, but I was hoping to get a word in on your next broadcast. You’ll no doubt find what I have to say… enlightening.”

For almost half a minute, his words hung in the air as they were met with the collective shock of the news team. Vanessa made a valiant effort to control her emotions, but couldn’t stop her mouth from hanging open at the sudden turn of events. Honestly, what was the world coming to? It took her several more seconds of bewildered thought processing before she exchanged a glance with Charlie, who checked his wristwatch. Two minutes until they went live. Beside them, the cameraman could barely keep up with what the news hosts were saying past his lingering awe.

“You heard the man, get the cameras rolling.” Vanessa announced, before reaching for her mobile. “I’ll get the head exec on the line.”

If this didn’t get their ratings up, she wasn’t sure what would.

Not one minute later, James Peterson and his ‘client’ got their interview, and Flint Oakland—all five-and-a-half inches of him— made history on prime time TV.

“Thank you Todd. We’re reporting back to you live from outside the Oak Ridge National Laboratory, where hundreds of people have gathered in the wake of the controversial video that shocked the world. Just two days ago, footage taken right here in this facility sparked a global media frenzy and left us with one pressing question that Oak Ridge representatives have ignored thus far: Is Subject Grey real?” She cleared her throat dramatically. “Well, to everyone watching at home, and to all of the people gathered here with me tonight, the man I’m about to introduce will finally give us some answers.”

Falling into character, the cameraman panned across to the tiny figure, now standing in James Peterson’s upturned palm with a microphone larger than he was raised to his chest. As the unblinking lens of the camera zoomed in, he met its gaze with determined steely grey eyes. Despite herself, Vanessa felt her heart skip a beat.

“My name is Flint Oakland, and I have a message for the people of America.” He began, and at that jaw-dropping moment, the entire world paused to listen.

“To everyone watching, congratulations. Yesterday’s news article has forced our hand, and after conversing with my fellow representatives, my people have agreed that, to ensure a successful future for our race and prevent any needless suffering, this is our only viable course of action.”

A crowd had gathered around the local news team to watch. Phone cameras flashed, and people openly stared. In the distance, several jet black vehicles could be seen exiting the research facility beyond its chainmail fence. Chaos was unfolding in the human world that Flint hadn’t been a part of until recently, but with a deep, shuddering breath, he continued. It was now or never.

“And so, I offer you my final confession.” The broadcast, which had started on a local program in the quiet city of Oak Ridge was now streaming across every news channel across the world. “My kind have lived among you since the beginning, existing in the darkness and silenced by fear and oppression.” Flint Oakland said. “Do not misunderstand; we may be smaller than humans, but like you, we have families and children, our own customs and art and culture. We are people, who, for centuries have kept ourselves hidden from you humans out of fear of an outcome such as the one you’ve witnessed over the last forty-eight hours. But, it is time for that to change, and we hope that in time, our races will come to understand one another as equals.”

The entire world held its breath as Flint Oakland uttered his final, monumental sentence.

“We are borrowers, and we will not hide any longer.”

#theborrowers #theborrowersfanfic #gtcommunity #gt author #gt writing #gianttiny #Giant/tiny #sizeshifter #sizeshifting #borrowerau #tinypeople #borrowedcourage #g/t #borrowers #karigurashi no arrietty #sizedifference #sizechange #Shrinking #g/t community

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purestwaterfiltration · 7 hours

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Get Help With Filter Replacements for Home Water Systems Sydney

Filter Replacements

As a guide, filters should be replaced every 12 months.

There is no accurate measure of lifespan when it comes to filter changes, as lifespan of filters vary due to households water usage and quality of water being filtered in your area. From around 6 – 8 months, if you are noticing the water is smelling or tasting the way it was prior to your systems installation, you may want to consider having the filter cartridges replaced earlier.

Our Services

Another method for testing out your water is by doing a simple Chlorine test. You may have noticed one of our licensed plumbers conducting a before and after test at the time of installation. Basic chlorine tests can be found from your local pool supplies shop.

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Our team will contact you via email annually as friendly reminder that your filters may need to be changed, so you don’t have to worry. If you wish to arrange a filter replacement, you can simply email us at [email protected] or speak to one of our friendly staff on 1800 931 987.

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#get your water filters replaced #change water filter #filter replacement service #Filter Replacements #Filter Replacements for Home Water Systems Sydney #home water filter replacement

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seekandramble · 3 months

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Seek & Ramble: Where Gold Coffee Tables Reign Supreme

Ah, the gold coffee table – a symbol of luxury, a conversation starter, and the centerpiece of countless living spaces. But let's be honest, the golden glow can easily dull under the onslaught of dust, fingerprints, and the occasional mishap. Fear not, Seek & Ramble adventurers! This guide, delivered straight to your doorstep (USA & Australia wide!), unveils the secrets to keeping your gold coffee table radiating like a desert sunrise.

Dusting: Your Daily Dose of Shine

Think of dust as the enemy of sparkle. Conquer it with daily dusting using a soft, lint-free microfiber cloth. These cloths are your best friends, gently trapping dust without leaving behind unwanted scratches. Remember, consistency is key – a quick swipe every day keeps the tarnish at bay.

Cleaning Essentials: Gentle Touches for Everyday Care

For light cleaning, embrace the power of gentle methods. Here are your Seek & Ramble-approved choices:

Mild soap and water: Mix a few drops of dish soap in warm water, dip your microfiber cloth, wring it well, and wipe the surface with love. Remember, harsh detergents are a big no-no!

Commercial glass cleaner: Many glass cleaners are safe for gold finishes. Opt for ammonia-free formulas and always test on a discreet area first.

Microfiber cloth with water: For a simple refresh, dampen your microfiber cloth with clean water and wipe gently. Follow up with a thorough drying using a clean, dry microfiber cloth.

Taming Tough Stains: Your Stain-Busting Toolkit

Life happens, and sometimes spills find their way onto your golden haven. Don't fret, Seek & Ramble has your back:

Fingerprints: These pesky smudges vanish with a white vinegar and water solution (equal parts) on your trusty microfiber cloth. Rinse with clean water and dry thoroughly.

Watermarks: Hard water stains? Address them with a distilled vinegar and water solution (equal parts). Rinse and dry thoroughly. For stubborn cases, consider a commercial water spot remover specifically formulated for gold surfaces.

Tarnish: Mild tarnish on solid gold can be buffed with a jeweler's cloth. However, avoid using abrasive cleaners on plated gold or gold leaf.

Remember: Always test any cleaning solution on a hidden area before applying it to the entire surface. Safety first!

Polishing for the Spotlight: Bringing Out the Inner Star

Want your gold coffee table to truly shine? Consider occasional polishing with these two methods:

Metal polish: Choose a product specifically formulated for gold. Follow the manufacturer's instructions carefully and avoid over-polishing. Remember, less is more!

Olive oil: Apply a small amount to a microfiber cloth and buff the surface gently. Wipe off any excess oil with a clean cloth.

Prevention is Key: Keeping Your Gold Gleaming Long-Term

Here are some Seek & Ramble-approved tips to ensure your gold coffee table remains a shining star:

Coasters are your allies: Always use coasters for drinks, hot objects, and anything else that could stain.

Spills? Act fast! Don't let them sit and become permanent residents.

Harsh chemicals? Not in our house! Avoid them like the plague.

Store it right: If your coffee table takes a break, store it in a cool, dry place away from direct sunlight and dust.

With Seek & Ramble's simple guide and a little TLC, your gold coffee table will continue to be the envy of your guests (and maybe even your neighbors). So dust, clean, polish, and prevent – and let your Seek & Ramble gold coffee table bask in its eternal shine! Click here to explore there collection

#seek & ramble #coffee table #welcome home

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sunblindsyyc · 3 months

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Tips For Cleaning And Maintaining Calgary Blinds And Shutters

Are your Calgary blinds and shutters starting to look dull and worn out? Want to keep these window dressings in pristine condition doesn’t have to be a challenge. It can be a surprisingly simple and satisfying process with the right knowledge.

In this guide, SunBlinds YYC, unveils the secrets to effortless cleaning and maintenance, ensuring your blinds and shutters not only maintain their charm but also stand the test of time. Dive into these expert tips and discover how to transform your window coverings into timeless pieces that enhance your home's aesthetics. Let’s embark on a journey of care, preservation, and elegance.

Seven Essential Cleaning And Maintenance Tips for Calgary Blinds and Shutters

By following these helpful tips, you're not just preserving your window treatments; you're also making sure they stay functional. This way, your living space will always have the ideal mix of style, privacy, and control over natural light.

1. Dusting: A Simple Gesture with Profound Impact

Regular cleaning is essential to keep your Calgary blinds and shutters in great shape. Start by dusting them carefully with a feather duster or a vacuum cleaner brush. For delicate blinds, use a soft cloth to wipe away dust gently. Wooden shutters and vinyl blinds can be cleaned with a slightly damp cloth. Remember to turn the slats while cleaning to ensure every part gets cleaned well.

But maintenance isn't just about cleaning. You should also check for any damage, like broken slats or loose cords, from time to time. Fix these issues as soon as you notice them to prevent more problems. If you have wooden blinds or shutters, consider adding a protective coating to shield them from moisture and sunlight. By keeping up with regular cleaning, checking for damage, and making timely repairs, your blinds and shutters will not only look good but also last longer.

2. Keeping Your Blinds and Shutters Clean and Fresh

To maintain your Calgary blinds and shutters in excellent condition, periodic deep cleaning is essential. For wooden or vinyl shutters, create a mild soapy water solution and delicately wipe down each slat with a soft sponge. Take care not to over-saturate, especially with wood, to prevent damage. Dry them thoroughly after cleaning to avoid any potential issues.

When it comes to fabric blinds like Roman or vertical blinds, a different approach is needed. For stains, use a gentle soapy water mixture and softly blot the affected areas with a sponge. Avoid vigorous rubbing to prevent fabric damage. After spot cleaning, let the blinds air dry naturally to prevent watermarks and maintain their quality. Regularly following these cleaning methods not only preserves their appearance but also contributes to a cleaner and healthier living space.

3. Mastering the Vacuum Cleaner

Ever wondered about the dust accumulating in the corners and crevices of your shutters? Enter the vacuum cleaner, your unsung hero in this cleaning saga. Equipped with a brush attachment, it effortlessly reaches every nook and cranny, ensuring no dust particle is left behind. A regular date with your vacuum cleaner not only keeps your blinds and shutters clean but also elevates your indoor air quality.

4. The Power of Professional Cleaning: When to Call in the Experts

Sometimes, our Calgary blinds and shutters need expert cleaning. If they have complex designs, delicate fabrics, or stubborn stains, professionals can help. These experts know exactly how to clean them without damage.

5. Weatherproofing Your Calgary Blinds and Shutters

Calgary weather can be harsh, and your blinds and shutters often bear the brunt of it. To enhance their durability, consider weatherproofing treatments. These treatments act as shields, protecting your window dressings from moisture, UV rays, and temperature fluctuations. Think of it as armour for your blinds and shutters, ensuring they remain resilient against the ever-changing weather moods of Calgary.

6. The Gentle Touch of Lubrication

If your blinds or shutters have movable parts, a touch of lubrication can work wonders. Use a silicone-based spray or a small amount of olive oil on hinges and other moving components. This prevents squeaking, ensures smooth operation, and prolongs the life of your window adornments. A small gesture like this goes a long way in maintaining the functionality of your blinds and shutters.

7. Eco-Friendly Cleaning Solutions

In the era of eco-consciousness, why not extend your green practices to your cleaning routine? Baking soda and white vinegar are your allies here. Create a paste with baking soda and water, apply it gently on stains, let it sit for a few minutes, and wipe it away. For a natural deodorizer, mix equal parts water and white vinegar and spritz on blinds and shutters to freshen the air and promote sustainability.

Wrapping up all...

Our blinds and shutters aren’t just window coverings, they are statements of your style and taste. By following these tips and tricks, you are not just cleaning them; you are extending their lifespan, maintaining their elegance, and preserving their functionality. So, the next time you look at your Calgary blinds and shutters, choose SunBlinds YYC. We have years of experience all across western Canada, making us the perfect choice for your home. Happy cleaning!

The article was originally posted on: https://sunblinds.ca/calgary/tips-for-cleaning-and-maintaining-calgary-blinds-and-shutters/

Book Your In-Home Consultation: https://sunblinds.ca/calgary/contact-us-blinds-in-calgary/

#blinds and shutters #window blinds in calgary #calgary blinds and shutters

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jcmarchi · 3 months

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Singapore's Draft Framework for GenAI Governance

New Post has been published on https://thedigitalinsider.com/singapores-draft-framework-for-genai-governance/

Singapore's Draft Framework for GenAI Governance

Singapore has unveiled a preliminary governance model for generative artificial intelligence (GenAI), citing its necessity to tackle new challenges such as incident reporting and tracking the origins of content.

This proposed structure expands upon Singapore’s current AI governance model, initially introduced in 2019 and last revised in 2020.

According to a joint statement by the AI Verify Foundation and Infocomm Media Development Authority (IMDA), GenAI holds the promise of exceeding the capabilities of conventional AI, yet it also presents inherent risks.

Singaporean government agencies acknowledge a growing international agreement on the need for uniform principles to ensure the safe and confident application of GenAI. They stated, “AI’s use and influence transcend national boundaries. Our proposed framework is designed to spark global discussions among policymakers, the industry, and researchers, aiming for worldwide trust in AI development.”

Key aspects of the proposed framework

The draft framework incorporates suggestions from an IMDA discussion paper released last June. This paper identified six GenAI-associated risks, including illusions, copyright issues, and inherent biases, and outlined approaches to address them. The draft also benefits from previous initiatives, like a catalog for assessing GenAI model safety and results from tests in an evaluation sandbox.

It addresses nine essential areas identified by Singapore as crucial for fostering a trusted AI ecosystem. These areas center on principles ensuring AI-driven decisions are understandable, transparent, and equitable. The framework also provides actionable advice for AI model developers and policymakers, as noted by IMDA and AI Verify.

Content source and security considerations

One key aspect concerns content source, emphasizing the need for clarity on the origins and creation methods of online content. This is crucial due to the ease of generating AI-created content, like deepfakes, which could amplify misinformation, as pointed out by the Singaporean agencies.

The framework proposes collaboration with publishers, including social media and media outlets, to embed and display digital watermarks and other origin details securely and effectively, minimizing risks of bypass.

Another central aspect is security, as GenAI introduces new threats, such as prompt attacks via the model architecture. These can allow malicious parties to steal sensitive data or model weights.

The framework calls for new security measures, including tools for moderating inputs to detect unsafe prompts and digital forensics tools for investigating and reconstructing cybersecurity incidents involving GenAI.

The agencies emphasize the importance of balancing user protection with innovation. They note ongoing international discussions on related issues like accountability, copyright, and misinformation.

These complex, interconnected issues require a practical, comprehensive approach, as no single solution will suffice. As AI governance is still an evolving field, international consensus-building is vital. Singapore is actively working with other governments, like the U.S., to harmonize their AI governance frameworks.

Like what you see? Then check out tonnes more.

From exclusive content by industry experts and an ever-increasing bank of real world use cases, to 80+ deep-dive summit presentations, our membership plans are packed with awesome AI resources.

Subscribe now Learn more

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imgpanda · 7 months

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Shutterstock Free Download: Watermark-Free Techniques

Introduction

Welcome to our guide on downloading Shutterstock images without watermarks. If you've ever used Shutterstock, you know it's a treasure trove of high-quality images, illustrations, and graphics. However, the watermark on these images can be a hindrance, especially if you need them for personal or professional projects. In this blog post, we will explore techniques that allow you to access Shutterstock's extensive collection of images, completely watermark-free. Shutterstock is a renowned stock photography platform, trusted by designers, marketers, bloggers, and creative professionals worldwide. It offers a vast library of images and media assets that can enhance the visual appeal of your projects. However, the watermarked versions of these images are typically used for preview purposes, making it necessary to purchase or license them for full access. This watermark can be distracting and unsuitable for many applications. While it's essential to respect the intellectual property rights of content creators and Shutterstock's terms and conditions, there are legitimate reasons for wanting watermark-free images. Perhaps you want to create a mockup, test an image in your design, or use it for educational purposes. Understanding the legal considerations and using the right techniques is crucial to ensure you stay within the bounds of copyright law. In the sections that follow, we'll delve into various methods and tools that can help you obtain Shutterstock images without watermarks responsibly. We'll also address the legal aspects of image usage and provide answers to frequently asked questions regarding this topic. By the end of this guide, you'll have a clear understanding of how to navigate the world of Shutterstock images and make the most of its offerings while respecting the rights of content creators. So, if you're ready to learn the ins and outs of watermark-free Shutterstock image downloads, let's dive right in!

What is Shutterstock?

Shutterstock is a globally recognized online marketplace for high-quality stock photos, illustrations, vectors, videos, and music. Founded in 2003, it has grown to become one of the leading platforms for content creators and consumers alike. Shutterstock's extensive library boasts millions of diverse, professionally curated media assets that cater to a wide range of creative needs.

What is Shutterstock? Key Features of Shutterstock: - Vast Image Collection: Shutterstock's collection spans various categories, from nature and travel to business and lifestyle. It offers a wide selection of images suitable for almost any project. - High-Quality Content: All images and media assets on Shutterstock are of exceptional quality, ensuring that your creative projects stand out. - Global Reach: Shutterstock serves a global customer base, making it accessible to users from different parts of the world. - Easy Licensing: Shutterstock provides flexible licensing options, allowing users to choose the license that best suits their needs, whether for personal use or commercial projects. - Search and Discovery Tools: The platform offers powerful search and filtering tools, making it easy to find the perfect image or media asset for your project. Shutterstock has become a go-to resource for creative professionals, including graphic designers, marketers, web developers, bloggers, and more. Whether you need images for your website, social media campaigns, printed materials, or presentations, Shutterstock offers a comprehensive solution. Watermarked Previews: To protect the intellectual property of content creators and encourage proper licensing, Shutterstock displays watermarked previews of its images. These watermarks are prominent and serve as a reminder that the images are not for free use. While the watermarked versions are suitable for previewing and testing in your projects, removing the watermark for any use other than evaluation requires a valid license or subscription. In the next sections of this guide, we'll explore legitimate techniques to access Shutterstock images without watermarks, ensuring you stay within the bounds of legality and ethics. Now that we've covered what Shutterstock is and its key features, let's delve into the reasons why you might want to remove those watermarks from Shutterstock images in the next section.

Why Remove Watermarks from Shutterstock Images?

Watermarks are a common sight on Shutterstock images, and they serve a crucial purpose in protecting the intellectual property of content creators and the interests of the Shutterstock platform itself. However, there are legitimate reasons why you might want to download Shutterstock images without watermarks:

Why Remove Watermarks from Shutterstock Images 1. Aesthetic Considerations: Watermarks can be distracting and aesthetically unpleasing, making it challenging to visualize how an image will fit into your project. Removing watermarks allows you to see the image in its purest form. 2. Design and Mockup Purposes: Designers often need access to high-quality images for creating mockups, prototypes, or sample designs. Watermarks can interfere with the design process, making it essential to work with watermark-free images. 3. Testing and Evaluation: Before committing to a purchase or licensing agreement, users may want to test an image within their project to ensure it meets their requirements. Watermarked versions can limit the effectiveness of such evaluations. 4. Personal Projects: If you're working on a personal project that doesn't require commercial usage or distribution, you may not want to invest in image licensing. Removing watermarks can be a solution for such non-commercial endeavors. 5. Educational Use: Students, educators, and researchers often require access to images for educational purposes. Removing watermarks ensures that the images used in educational materials look professional and are free from distracting markings. 6. Content Creation for Personal Blogs or Social Media: Bloggers, social media influencers, and content creators may want to enhance their posts with high-quality images. Watermarks can detract from the visual appeal and professionalism of their content. 7. Accessibility: In some cases, you might need access to Shutterstock images without watermarks for accessibility purposes, such as creating materials for individuals with visual impairments. While there are valid reasons for wanting watermark-free Shutterstock images, it's crucial to emphasize that removing watermarks for unauthorized commercial use or redistribution is a violation of Shutterstock's terms of service and copyright laws. Respect for intellectual property rights and adherence to licensing agreements are essential to maintaining ethical and legal standards when working with stock images. Next, we'll explore the legal considerations associated with using Shutterstock images and how to ensure you stay on the right side of copyright law when accessing these images without watermarks.

Legal Considerations

When it comes to downloading and using Shutterstock images without watermarks, it's crucial to navigate this territory with a clear understanding of the legal aspects involved. Shutterstock, like all stock photography platforms, operates under strict copyright regulations and licensing agreements. Here are some key legal considerations to keep in mind:

Legal Considerations 1. Copyright Ownership: Shutterstock contributors retain the copyright to their images. Purchasing a license or subscription grants you specific rights to use those images, but it does not transfer copyright ownership. Removing watermarks without the appropriate license or permission can infringe on the copyright holder's rights. 2. Licensing Agreement: When you purchase a license for a Shutterstock image, you are essentially entering into a legal agreement. The type of license you choose determines how you can use the image. Make sure to read and understand the terms of the license before downloading and using the image. 3. Violation of Terms: Removing watermarks from Shutterstock images without a valid license or in violation of the licensing terms constitutes a breach of Shutterstock's terms of service. This can result in legal action and the suspension of your Shutterstock account. 4. Fair Use: In some cases, the concept of "fair use" may apply, allowing limited use of copyrighted materials without permission for purposes such as criticism, commentary, news reporting, or education. However, this is a complex legal doctrine and should be applied cautiously. 5. Attribution: Some Shutterstock licenses may require you to provide attribution to the image's creator. Failing to do so can also lead to legal issues. 6. Penalties for Infringement: Copyright infringement can result in severe penalties, including legal action, fines, and damages awarded to the copyright holder. The consequences of infringing on intellectual property rights should not be underestimated. 7. Ethical Responsibility: Beyond the legal aspects, there is an ethical responsibility to respect the creative work of others. Shutterstock contributors invest time and effort in producing high-quality content, and they deserve to be compensated for their work through proper licensing. 8. Alternative Solutions: Instead of attempting to remove watermarks without permission, consider exploring Shutterstock's licensing options, including subscriptions, single-image purchases, or free trial periods. These options provide legal access to watermark-free images for various needs. Disclaimer: This section serves as a general overview of legal considerations when using Shutterstock images. It is not legal advice, and you should consult with a legal professional if you have specific questions or concerns about copyright and licensing issues. In the next section, we will explore various techniques and methods that can be used to download Shutterstock images without watermarks legally and responsibly, ensuring you stay compliant with copyright laws and Shutterstock's terms and conditions.

Techniques to Download Watermark-Free Shutterstock Images

While it's essential to respect copyright laws and licensing agreements, there are legitimate methods to access Shutterstock images without watermarks. Here are some techniques you can use:

Techniques to Download Watermark-Free Shutterstock Images 1. Licensing: The most straightforward and legal way to obtain watermark-free Shutterstock images is to purchase a license. Shutterstock offers various licensing options, including Standard and Extended licenses, depending on your intended use. Once you've licensed an image, you can download it without watermarks and use it according to the terms of the license. 2. Free Trials: Shutterstock occasionally offers free trial periods during which you can access and download a limited number of images for free. Keep an eye out for these promotions, and take advantage of them to legally obtain watermark-free images. 3. Subscriptions: Subscribing to Shutterstock can be cost-effective if you require frequent access to images. Subscribers can download a specific number of images each month without additional charges. This is a great option for businesses or individuals with ongoing image needs. 4. Shutterstock Editor: Shutterstock offers a free online image editor that allows you to create and customize designs using their stock images. When you use this tool to design content, you can download your creations without watermarks as long as you save them within the Shutterstock Editor. 5. Screenshots (for Personal Use Only): While not a recommended method for commercial use, you can take screenshots of watermarked Shutterstock images for personal projects or educational purposes. Be cautious and use this method strictly within the boundaries of fair use and copyright law. 6. Reverse Image Search: Sometimes, you can find similar images without watermarks on other websites or stock photo platforms. Use reverse image search tools like Google Images to locate potential alternatives. If you find a non-watermarked version, ensure it's legally available for your intended use. 7. Contacting the Contributor: In some cases, you might be able to reach out to the Shutterstock image contributor directly to inquire about obtaining a watermark-free version. Some contributors may be willing to provide access in exchange for proper compensation or credit. 8. Shutterstock Alternatives: Explore other stock photo websites and platforms that offer free or paid alternatives to Shutterstock. Each platform has its licensing terms and conditions, so ensure you understand and adhere to them when using their images. 9. Public Domain and Creative Commons: Some images on Shutterstock may be available under licenses like Creative Commons or in the public domain. These images can often be used without watermarks, but it's crucial to verify the specific license terms for each image. Remember that it's always best to choose legal methods to obtain watermark-free Shutterstock images to avoid copyright issues and legal consequences. Respect the rights of content creators and adhere to licensing agreements to ensure your use of these images is ethical and lawful. Next, we'll address common questions and concerns related to downloading Shutterstock images without watermarks in the Frequently Asked Questions (FAQ) section.

Frequently Asked Questions (FAQ)

Here are some common questions that users often have when it comes to downloading Shutterstock images without watermarks: Question Answer 1. Can I use a watermark-free Shutterstock image for any purpose? Not necessarily. The purpose for which you can use a watermark-free image depends on the type of license you've obtained. Always review the licensing terms to understand the allowable uses. 2. Are there any free methods to access watermark-free Shutterstock images? Yes, Shutterstock occasionally offers free trials that allow you to download a limited number of images without watermarks. Additionally, some images may be available through Creative Commons licenses or as part of public domain collections. 3. Can I remove watermarks from Shutterstock images using software or tools? No, attempting to remove watermarks from Shutterstock images using software or tools without proper licensing is illegal and unethical. It violates Shutterstock's terms and copyright laws. 4. What is the importance of attribution when using Shutterstock images? Some Shutterstock licenses may require attribution to the image's creator. Failing to provide proper attribution can lead to legal issues. Always check the licensing terms for attribution requirements. 5. Can I use reverse image search to find watermark-free versions of Shutterstock images? Reverse image search can help you find similar images on other platforms, but ensure that these alternative sources have the legal right to offer watermark-free versions before using them. 6. What are the consequences of using Shutterstock images without proper licensing? Using Shutterstock images without the appropriate license or in violation of licensing terms can result in legal action, fines, damages, and the suspension of your Shutterstock account. Respect copyright laws to avoid such consequences. 7. How can I contact a Shutterstock contributor to request a watermark-free image? You can often find contact information for contributors on Shutterstock. Reach out to them politely, explain your purpose, and inquire about obtaining a watermark-free image, keeping in mind that compensation or credit may be required. These frequently asked questions address some of the common concerns and queries regarding watermark-free Shutterstock images. It's crucial to approach the use of these images with care, adhere to licensing agreements, and respect copyright laws to ensure ethical and legal use. For more specific inquiries or guidance, consider contacting Shutterstock's customer support or consulting with a legal professional for expert advice on copyright and licensing matters. Read the full article

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harristimber · 9 months

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Keeping Wood Flooring Gleaming: A Simple Guide to Maintenance

When it comes to enhancing the aesthetic appeal of a home, nothing quite compares to gleaming wood flooring. Its charm and elegance are unmatched. However, keeping these floors shining like new requires a fair bit of maintenance. Fortunately, with some easy-to-follow tips and tricks, you can keep your wood flooring in Brisbane gleaming for years to come with the help of these professional tips.

This article provides a comprehensive guide to maintaining your wood flooring. It covers several aspects – from understanding the type of finish your floor has to exploring natural cleaning solutions and commercial cleaners.

So, let's dive in and learn how to keep your wood floors in top-notch condition!

Understanding Your Wood Floor's Finish

Before you embark on your wood floor maintenance journey, it's crucial to understand the type of finish your floor has. Different finishes require different cleaning and maintenance strategies. Generally, wood floors could have a surface finish like polyurethane or a penetrating finish like oil or wax. Each has its own set of cleaning rules, and using the wrong method can damage your floor.

For instance, surface-finished floors are more resistant to moisture and can be cleaned with damp mopping. In contrast, floors with a penetrating finish should be cleaned with specific cleaning products and should always be dry-mopped. Understanding your wood floor's finish is the first step towards effective maintenance.

Creating a Regular Cleaning Schedule

Regular cleaning is the key to maintaining the lustre of your wood floor. A simple routine can make a big difference. For instance, sweeping or vacuuming your floor with the help of wood flooring Brisbane experts can help prevent dust and dirt from scratching the surface. Additionally, wiping up spills immediately can prevent watermarks and stains.

For a deeper clean, mop your floor every week or two, but remember to wring out the mop thoroughly to avoid leaving excess water on the floor. Also, always use a cleaning solution that's suitable for your floor's finish.

Using Natural Cleaning Solutions

If you prefer a homemade approach to cleaning, there are several natural solutions that can effectively clean your wood floor. Vinegar mixed with warm water, for instance, can be an effective and eco-friendly cleaning solution. However, always test a small, inconspicuous area first to ensure the solution doesn't damage your floor.

Another natural cleaning solution is a mixture of tea and water. The tannic acid in tea can help bring out the wood's natural shine. Again, test this solution on a small area first to ensure it doesn't darken your wood floor.

Exploring Commercial Wood Floor Cleaners

When it comes to commercial cleaners, it's crucial to choose a product that's designed specifically for wood floors. These cleaners are formulated to clean effectively without damaging the floor's finish. They can easily handle the scuff marks made by shoes and furniture, and leave your floors gleaming.

Some popular wood floor cleaners include Bona Hardwood Floor Cleaner, Murphy's Oil Soap, and Method Squirt + Mop Wood Floor Cleaner. However, it's always a good idea to read the user reviews and choose a cleaner that suits your specific needs.

Avoiding Common Wood Floor Cleaning Mistakes

While cleaning your wood floor, it's important to avoid common mistakes that can damage it. For instance, never use a wet mop or steam cleaner on your wood floor as excessive moisture can warp the wood. Also, avoid using harsh chemicals or abrasive cleaning tools that can scratch the surface.

Furthermore, never leave spills unattended. Liquid can seep into the wood and cause irreversible damage. Always wipe up spills immediately with a soft, dry cloth.

A Final Note

Keeping your wood floor gleaming involves a combination of regular cleaning, using the right cleaning solutions, and avoiding common cleaning mistakes. By following the tips mentioned in this article, you can ensure your wood floor stays beautiful and lasts for many years. Remember, the key to wood flooring Brisbane maintenance is consistency. So, build a habit, stick to your cleaning schedule, and watch your wood floors gleam like new each day!

source URL : https://harristimber.wordpress.com/2023/07/27/keeping-wood-flooring-gleaming-a-simple-guide-to-maintenance/

#wood flooring in Brisbane

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advancetotraining · 11 months

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I Want To Update All Of My Cross References! What Are My Options?

Scenario: Attorney called the WP Center of a major law firm. She is working on a 300 page document with numerous Cross References. Her question: How do I update all of the Cross References at once rather than 1 by 1. Cross References are field codes just as the TOC, TOA or Index of Terms once they are marked.

What are my options to update all of the Cross References as needed?

1. Go to File, Options, Display, Printing Options-"Update Fields Before Printing". Using this method automatically updates all fields as you go to print.

2. If the attorney then says, I want to update them all NOW, not only when I go to print. In this case select the entire document (Ctrl+A) and press F9. If the update takes too long, you can cancel by pressing Esc. Then, select smaller pieces of the document and use the F9 method. Note: The Control A and F9 method will also update your TOC, TOA and Index if you have them in your document.

3. If they say, I want to update all of the Cross References but I DO NOT want to update the TOC TOA or Index at this time. In this case, place your cursor PAST the TOC, TOA and Index and highlight from the Main Part of your document to the end. You may wish to use "F8" (Extended Highlighting) at the starting point followed by "Control End" to quickly highlight a large file. Tidbit: Extended Highlighting is currently known as "Selection Mode" for 2007-365.

4. If the attorney does "NOT" wish to update the TOC, TOA or Index of Terms at this point in time, then those fields can be locked by placing your cursor anywhere in the TOC field code for example and using Ctrl+F11. Note: You will see no apparent change but if you right click on the field, "Update Field" will be grayed out.

To unlock the field:

A. Place your cursor within the field.

B. Use Ctrl+Shift+F11

If you lock a field, alert the attorney or secretary how to unlock it. When ready, they can run their TOC, TOA and Index as usual.

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Hey Students: AdvanceTo offers an Adobe or Nuance, PDF Cleanup and Procedures class. This thorough 4.5 hour class (which can be split into two sessions), goes over items such as PDF cleanup, Signatures, Bookmarks, Fillable Forms, Watermarks, Editing and much more. Narrative material included. The cost is $175.00. The purchase of two classes or more receive discounts. Bring a friend and you both pay $125.00! Groups always receive discounts.

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printpatientletters · 1 year

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What is the Difference Between Blank Checks and Blank Check Papers?

Pre-printed checks are a time-honored choice for many businesses and private individuals. However, they have their own disadvantages that businesses must consider before choosing this method of check generation.

Security Concerns: Having all of your personal information printed on these checks makes them easier for thieves to steal and use to commit fraud. Furthermore, they are prone to alignment issues which can lead to wastage of money and paper.

Alignment Issues: With pre-printed checks, there is a high chance of printing errors, which can be expensive to fix. These errors often result in reams of stock that go straight to the trash.

Wasted: A business can lose up to $15 for every 100 pre-printed checks that are thrown out.

A lot of money can be saved if you switch to blank checks and use check printing software. It also saves a lot of time in the long run, as you can change your data whenever you need to.

The security features on these checks include microprinting, holograms, and watermarks. These features are difficult for forgers to replicate and can easily be spotted by bank personnel who can test them with a black light or simply hold the check up to a light.

Using blank checks will help you to save money on paper waste, reduce costs and prevent fraud. Moreover, they are more economical when bought in bulk.

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digitalkorbaxllc · 1 year

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Monogram Design Online: A Complete Guide for Everyone

Monogram Design Online

How may a tale be told in the fewest workable words or letters? Well! Making a monogram logo, of course! You can also get Monogram Design Online services in this modern era. Monograms were popular in the late 19th century, particularly in the fashion sector. Some of the most recognizable monogram logo designs belong to high-end clothing companies. Yes! Like Louis Vuitton, Prada, and Gucci since they have been in business for a long time. And yes, they are well-known throughout the world. The sentimental element that a monogram logo design has is what makes it attractive. The usage of letters creates memorable symbols and strengthens the link between the company name and the logo.

Why Choose Monogram Design Online Services?

Your company's name is long. It could be challenging to portray your name effectively in a logo if it is longer or has numerous words. As an illustration, consider the London Symphony Orchestra. Try pronouncing that five times; it can become a mouthful. For this reason, the business decided to use a basic three-letter Monogram Design Online for its logo. They even went one step further and used the letters to form the shape of a director holding a baton! So, if you are busy with your hectic schedule, you can call Logo Design Com Co for the best monogram logo.

Your Company Name May Finally Become an Abbreviation

Do your name longer or a little more technical? Well! Try to condense it into an abbreviation that is simple to remember. This strategy works well for companies with international markets. Why? Because the words are simple to say and recognize. Let's view an example. Everyone knows the Minnesota Mining and Manufacturing Company. Well! They utilized this approach when designing a Monogram Design Online by abbreviating its name to 3M.

You should not Even Use an Arbitrary Symbol

A monogram can be an alternative if you do not include a symbol in your design. And also want your company name to stand out on its own. By mixing initials, you can still come up with a unique logo that is pleasing to the eye. When you first launch your company, you aim to build your name and raise its visibility. In this situation, you should start with a monogram variation on which the full name of your company is written beneath or next to the logo.

When are you calling us for Monogram Design Online Services?

What purpose will your monogram serve? A monogram logo can be used for many things, including firefox pictures, watermarks, stationery, badges, and pins. Do you know exactly where your logo will be used, such as on wedding stationery? Goods? Purchasing sacks? Making design decisions will be easier if you know exactly where your symbol will be used. Monogram logos convey a picture. They share our individuality while adhering to custom and brand identity. They're a smart and unique method to distinguish your brand. Monograms are the most vibrant option in logo design since they have a history of being used to reveal an individual, family, or institution's identification to the world. Everyone can create a Monogram Design Online, which is a big advantage. All it takes is a little creativity and deciding how you want to show those letters.

Logo Design Com Co; Best Place for Monogram Design Online Services

But do you think it's effective to make it your own? No! Now, chat with designers of Logo Design Com Co for Monogram Design Online services. When logos are out, they often have different colours, perspectives, sizes, and artistic styles. Users get annoyed by colourful websites, icons, and typefaces because they are confusing. Create a stylish and unique monogram logo design. It's best to use those services that are tested when creating icons. The consumer may be confused about their duties. Moreover, inscriptions may be used; they must be equally concise and simple and should define what is being viewed.

Reference

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64bitgamer · 1 year

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purestwaterfiltration · 2 months

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Purest Water's Filter Replacements for Home Water Systems Sydney

Filter Replacements

As a guide, filters should be replaced every 12 months.

Our Services

Why Purchase a Purest Water Filtration System?

Our systems are backed by a 5 year system and installation warranty.

Our licensed plumbers have 20 years experience and have installed hundreds of systems.

All systems are installed neatly and correctly.

Having our own licensed plumbers (not outsourced to inexperienced plumbers), our downtime with the water turned off for installation is minimal.

Installation of systems take approximately 1 – 3 hours.

We are conscious that many clients have young families and work commitments.

Our team works in with our clients for installation dates and times.

Our systems are sourced from credible manufacturers with Watermark and NSF certification.

These systems will dramatically improve your drinking and showering experience, along with all the health benefits.

We are proud of all our 5 star reviews, along with the many referrals we receive from our happy customers.

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jcmarchi · 4 months

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Large Language Models with Scikit-learn: A Comprehensive Guide to Scikit-LLM

New Post has been published on https://thedigitalinsider.com/large-language-models-with-scikit-learn-a-comprehensive-guide-to-scikit-llm/

Large Language Models with Scikit-learn: A Comprehensive Guide to Scikit-LLM

By integrating the sophisticated language processing capabilities of models like ChatGPT with the versatile and widely-used Scikit-learn framework, Scikit-LLM offers an unmatched arsenal for delving into the complexities of textual data.

Scikit-LLM, accessible on its official GitHub repository, represents a fusion of – the advanced AI of Large Language Models (LLMs) like OpenAI’s GPT-3.5 and the user-friendly environment of Scikit-learn. This Python package, specially designed for text analysis, makes advanced natural language processing accessible and efficient.

Why Scikit-LLM?

For those well-versed in Scikit-learn’s landscape, Scikit-LLM feels like a natural progression. It maintains the familiar API, allowing users to utilize functions like .fit(), .fit_transform(), and .predict(). Its ability to integrate estimators into a Sklearn pipeline exemplifies its flexibility, making it a boon for those looking to enhance their machine learning projects with state-of-the-art language understanding.

In this article, we explore Scikit-LLM, from its installation to its practical application in various text analysis tasks. You’ll learn how to create both supervised and zero-shot text classifiers and delve into advanced features like text vectorization and classification.

Scikit-learn: The Cornerstone of Machine Learning

Before diving into Scikit-LLM, let’s touch upon its foundation – Scikit-learn. A household name in machine learning, Scikit-learn is celebrated for its comprehensive algorithmic suite, simplicity, and user-friendliness. Covering a spectrum of tasks from regression to clustering, Scikit-learn is the go-to tool for many data scientists.

Built on the bedrock of Python’s scientific libraries (NumPy, SciPy, and Matplotlib), Scikit-learn stands out for its integration with Python’s scientific stack and its efficiency with NumPy arrays and SciPy sparse matrices.

At its core, Scikit-learn is about uniformity and ease of use. Regardless of the algorithm you choose, the steps remain consistent – import the class, use the ‘fit’ method with your data, and apply ‘predict’ or ‘transform’ to utilize the model. This simplicity reduces the learning curve, making it an ideal starting point for those new to machine learning.

Setting Up the Environment

Before diving into the specifics, it’s crucial to set up the working environment. For this article, Google Colab will be the platform of choice, providing an accessible and powerful environment for running Python code.

Installation

%%capture !pip install scikit-llm watermark %load_ext watermark %watermark -a "your-username" -vmp scikit-llm

Obtaining and Configuring API Keys

Scikit-LLM requires an OpenAI API key for accessing the underlying language models.

from skllm.config import SKLLMConfig OPENAI_API_KEY = "sk-****" OPENAI_ORG_ID = "org-****" SKLLMConfig.set_openai_key(OPENAI_API_KEY) SKLLMConfig.set_openai_org(OPENAI_ORG_ID)

Zero-Shot GPTClassifier

The ZeroShotGPTClassifier is a remarkable feature of Scikit-LLM that leverages ChatGPT’s ability to classify text based on descriptive labels, without the need for traditional model training.

Importing Libraries and Dataset

from skllm import ZeroShotGPTClassifier from skllm.datasets import get_classification_dataset X, y = get_classification_dataset()

Preparing the Data

Splitting the data into training and testing subsets:

def training_data(data): return data[:8] + data[10:18] + data[20:28] def testing_data(data): return data[8:10] + data[18:20] + data[28:30] X_train, y_train = training_data(X), training_data(y) X_test, y_test = testing_data(X), testing_data(y)

Model Training and Prediction

Defining and training the ZeroShotGPTClassifier:

clf = ZeroShotGPTClassifier(openai_model="gpt-3.5-turbo") clf.fit(X_train, y_train) predicted_labels = clf.predict(X_test)

Evaluation

Evaluating the model’s performance:

from sklearn.metrics import accuracy_score print(f"Accuracy: accuracy_score(y_test, predicted_labels):.2f")

Text Summarization with Scikit-LLM

Text summarization is a critical feature in the realm of NLP, and Scikit-LLM harnesses GPT’s prowess in this domain through its GPTSummarizer module. This feature stands out for its adaptability, allowing it to be used both as a standalone tool for generating summaries and as a preprocessing step in broader workflows.

Applications of GPTSummarizer:

Standalone Summarization: The GPTSummarizer can independently create concise summaries from lengthy documents, which is invaluable for quick content analysis or extracting key information from large volumes of text.

Preprocessing for Other Operations: In workflows that involve multiple stages of text analysis, the GPTSummarizer can be used to condense text data. This reduces the computational load and simplifies subsequent analysis steps without losing essential information.

Implementing Text Summarization:

The implementation process for text summarization in Scikit-LLM involves:

Importing GPTSummarizer and the relevant dataset.

Creating an instance of GPTSummarizer with specified parameters like max_words to control summary length.

Applying the fit_transform method to generate summaries.

It’s important to note that the max_words parameter serves as a guideline rather than a strict limit, ensuring summaries maintain coherence and relevance, even if they slightly exceed the specified word count.

Broader Implications of Scikit-LLM

Scikit-LLM’s range of features, including text classification, summarization, vectorization, translation, and its adaptability in handling unlabeled data, makes it a comprehensive tool for diverse text analysis tasks. This flexibility and ease of use cater to both novices and experienced practitioners in the field of AI and machine learning.

Potential Applications:

Customer Feedback Analysis: Classifying customer feedback into categories like positive, negative, or neutral, which can inform customer service improvements or product development strategies.

News Article Classification: Sorting news articles into various topics for personalized news feeds or trend analysis.

Language Translation: Translating documents for multinational operations or personal use.

Document Summarization: Quickly grasping the essence of lengthy documents or creating shorter versions for publication.

Advantages of Scikit-LLM:

Accuracy: Proven effectiveness in tasks like zero-shot text classification and summarization.

Speed: Suitable for real-time processing tasks due to its efficiency.

Scalability: Capable of handling large volumes of text, making it ideal for big data applications.

Conclusion: Embracing Scikit-LLM for Advanced Text Analysis

In summary, Scikit-LLM stands as a powerful, versatile, and user-friendly tool in the realm of text analysis. Its ability to combine Large Language Models with traditional machine learning workflows, coupled with its open-source nature, makes it a valuable asset for researchers, developers, and businesses alike. Whether it’s refining customer service, analyzing news trends, facilitating multilingual communication, or distilling essential information from extensive documents, Scikit-LLM offers a robust solution.

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lindhensley22 · 1 year

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How to Save Video from YouTube As MP3 Format File on MacBook Pro or other Apple Desktop

It is possible to save YouTube videos as MP3 files, or download YouTube videos to an alternative format for your iPhone iPod, iPhone or another mobile device. In this article we'll explain how you can do it on your Macbook Pro.

Screen Recorder is an excellent method of completing the job

Make use of the appropriate software to save YouTube videos in MP3 files to your MacBook Pro. The software can be found on the web. It's probably the most simple, however you may consider it better to purchase a paid product.

There are a variety of screen recorders available however the iTop Screen Recorder may be the right one for you. It's simple to use and comes with a built-in editor for video and audio.

The iTop Screen Recorder is capable of recording YouTube music to your computer. It's completely free and does not require registration.

Ezvid's screen recorder is also very popular. It has an attractive and simple interface. Its speedy capture capabilities are a big advantage. EZvid has a wide range of screen recording options to assist users in saving time.

There are numerous screen recording applications that are available on Mac. You can't create high-quality videos each time. It may be necessary to crop pages, apply overlays and other tricks to create a good YouTube video. playlist youtube to mp3

The most appealing feature that is unique to iTop Screen Recorder are its audio editing capabilities and other related YouTube content. It is able to eliminate background noises and other unwanted sounds. It can also add your own voiceovers and voices to an already-recorded video.

Wondershare UniConverter is compatible with a variety of platforms, including Apple OS

Wondershare UniConverter is a multi-media software that provides editing, conversion and downloading options for all kinds of audio and video files. Wondershare recently introduced AI-powered features to its editing and audio tools.

It is able to input formats such as AVI, MKV or M2TS. It is possible to edit and add watermarks on videos. You can also alter the size of your file and combine, crop and rotate video segments. You can also change the aspect ratio. You can also burn your videos on DVD.

UniConverter is compatible with mobile devices. This means you can convert your videos into a format your iPhone, iPod, or iPad will recognize. It supports Android 2.2, iOS 5 as well as iOS 6.

Its interface is easy to navigate, and it has an inbuilt video editor. You can also trim and change the speed of your videos. You can also add subtitles. There are a number of other features too. It can remove white spaces and it has AI powered voice removal.

Wondershare UniConverter can also burn video and audio files onto a DVD disc. It can also burn M2TS and IFO files. It is also able to burn double-layer DVDs up to 8.5 grams.

HandBrake, an open-source video converter is an alternative to Wondershare. This free video converter software is available for Windows and Linux. The interface is outdated and it is free. It's still an excellent choice for beginners.

You can choose from a variety of other options to convert videos. Some are more well-known than others. You can sort them based on specific characteristics. Some are YouTube downloaders.

YT Saver helps you download YouTube videos to your MacBook Pro.

There are numerous options available in downloading YouTube videos. YT Saver is an app that lets you download a video and then convert it to various formats.

YT Saver offers the ability to crop your video. This lets you cut out the undesirable parts of a video, before saving it.

The built-in video player is an additional feature. It is able to play MP4 videos as well as FLV files. It is also possible to schedule the app to download your videos.

YT Saver can also be downloaded as a trial. While the trial version allows just three downloads it is free to test it before buying an actual license.

It is simple to use. You can also edit videos with the built-in editor. You can also download multiple videos simultaneously and utilize the download manager. Through the YT Saver search tool you can also look up Instagram videos.

YT Saver has some limitations. First of all, you are limited to private videos. It is not possible to download all playlists. Network connectivity issues can also be a problem. WiFi Explorer is a great tool to test whether your connection is operating properly.

YT Saver can be a complicated tool to use on the Mac even though it has a few problems. It's possible to get a no-cost trial or paid version of the application, along with a number of other features.

Windows Audio Interleave can't be used for the MacBook Pro. But there are alternatives.

If you're interested in downloading videos from YouTube however, you don't want to lose out on the audio, you'll be pleased to know that you can do it. This functionality is available on a variety of websites. Many of them are free, and some offer subscriptions. No matter if you're looking for a simple, one-click method or a sophisticated program There's a solution that will meet your needs.

The most efficient method to download the YouTube video is by using an exclusive YouTube to MP3 converter. These applications are free to download from the internet and can be used on both Macs and PCs. It is essential to decide which format you wish to convert. WMV or AVI are the most popular formats. Windows Media Player will be necessary to Mac users.

If you're a computer user, you can use a Windows-based tool called YTD. It can be used as simultaneously a YouTube MP3 to MP3 converter and media playback software all in one. YTD is easy to use and doesn't take too much time to configure.

VLC Media Player has also entered the YouTube to M3 converter field. It's available in the application drawer. It's not the most cutting-edge software, but it comes with several interesting functions. It is able to fix audio that is out of sync and offers a media player that saves files in one go.

In the end it's up to you to decide which type of converter is the best one for you. Parallels Toolbox is a great option if you want to download YouTube videos in the simplest format.

YouTube-DL is one of the best command line tool for downloading YouTube videos

If you're wondering how to save a YouTube video as MP3 format file on MacBook Pro, then you're in the right spot. YouTube does not have this feature. However, you can download YouTube videos in MP3 format using a variety of methods.

You can search the Internet for an YouTube to MP3 converter. Free tools can be used to download YouTube videos. You must be careful when downloading YouTube videos. Many sites change their code frequently.

There is also a Mac OS app called Homebrew. The software allows you to install several applications in a single click.

Another option is YouTube's popular MP3 to YouTube converter the YTD. YTD can also convert downloaded videos to different formats. The converter can be installed using the command line or via Homebrew.

Then, try downloading YouTube videos using ClipGrab. ClipGrab is a tool online which scans the internet and find videos. The tool then opens a window that allows users to select the videos they would like to save.

In the YouTube setting window, you can choose the video format, resolution and subtitles. You can also select the location you would like to save the video.

Ontiva, a YouTube to MP3 converter service that can tackle more challenging tasks, is what you need to look for. Ontiva has three plans available. It can support AAC and MP4 formats for files. You can also alter the metadata of the files that you've downloaded previously.

You should first look up YouTube videos and then be able to download them to MP3. You may be able save the video for your own needs if you do a search. You can then review the conditions of service to determine if you are permitted to do so.

#youtube download mp3 #youtube mp3 downloader

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xeluxe · 1 year

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Documents Required for Façade DCD Approvals

A façade DCD approval is a document that is required to construct or alter the façade of a building. This document must be obtained from the Department of City Planning before any work can begin.

The purpose of the façade DCD approval is to ensure that the proposed changes to the façade will not adversely affect the appearance of the building or its surroundings. The department will consider the size, height, and location of the proposed changes when making its decision.

What are the drawing submission requirements?

Façade, Cladding, curtain wall & roofing proposals and drawings shall be in accordance with the following:

➢ Authorized Applicant - Submissions of Façade, Cladding, Curtain Wall, and Roofing to Civil Defence may only be made through a House of Expertise approved by Civil Defence OR the Main Consultant OR the Façade Consultant with certified employees.

Understanding the requirements of the UAE Fire and Life Safety Code of Practice, material test requirements, Civil Defence registration of contractors and suppliers, and the report submission format is the responsibility of the House of Expertise or Main Consultant OR Façade Consultant.

➢ Format of the Report - Reports must generally adhere to the following structure.

a. PDF files are required for all reports.

b. It is the duty of the applicants to produce soft copies of the required formats and also follow the submission format.

c. It is the obligation of the applicants to present error-free pdf files so that the Civil Defence "watermark" can be seamlessly placed into the pdf files.

d. A cover page, one page long, in accordance with required Cover page format and example.

e. Stamped undertaking declarations from each party engaged, one page in length as per given Table. It is then followed by their civil defence valid certificate and a maximum of five pages, as indicated in the sample. The maximum length for an engineering review and assessment is three pages, as per the given format and table. Non-compliance must be made apparent in the evaluation.

g. Sectional schematics must be of 3 pages in the required format. Schematics must show the precise design and site circumstances. It must include labels that clearly identify the parts, measurements, and materials.

h. A report on the inspection can be of a maximum of 3 pages, as per the given format and table.

➢ Un Acceptable Format

Reports that don't adhere to the required format and table won't be reviewed and won't be accepted.

Reports from sources other than the houses of expertise designated by Civil Defense are not accepted.

Product catalogs and brochures ARE NOT ACCEPTABLE.

A generalized technical explanation of how and why fire spreads are NOT appropriate.

DON'T provide Test standardized methods and information.

Must Not submit without the appropriate stamps and signatures as given in the format.

AVOID including pointless and needless attachments.

Reports for projects where suppliers are not registered with Civil Defence should not be submitted. Getting suppliers to contact Civil Defence for their registration is mostly the duty of consultants and contractors.

Effective reports that do not point out non-compliances are not acceptable.

Reports justifying non-compliant roofing & cladding must not be submitted.

➢ Declarations Of Stamped Undertaking - Each party involved in the project must provide the following undertaking statements.

Format and example of an undertaking letter (1 page) from a house of expertise, main consultant, or façade consultant.

Main consultant undertaking letter format and sample (1 page).

Main Contractor Undertaking Letter Format and Sample.

Sample and format of an undertaking letter from an ACP/MCM/SOLID METAL/PEWFS/GRC panel supplier.

EIFS/ETICS Supplier Undertaking Letter Format and Sample (1 page)

Format and example of an undertaking letter from a natural stone supplier (1 page).

Firestopping system Supplier undertaking letter type and sample (1 page).

Insulation material supplier undertaking letter type and sample (1 page).

Format and example of an undertaking letter from a roofing panel supplier (1 page).

Format and example of an undertaking letter from a roofing panel (glazing) supplier (1 page).

Tips for getting your façade DCD approval quickly

Make sure you have all the required documents: Before you start the approval process, make sure you have gathered all the required documents, including plans, drawings, and any other supporting materials.

Know the requirements: Familiarize yourself with the requirements for façade dcd approval so that you can be prepared to submit everything that is needed.

Submit everything in a timely manner: Be sure to submit all required documentation in a timely manner so that your application can be processed as quickly as possible.

Follow-up: Once you have submitted your application, follow up with the appropriate office to ensure that everything is moving forward and that there are no delays.

The process of getting façade DCD approval can be a bit daunting, but don’t worry – we, the Xeluxe Fire Safety Consultants, are here to help. It is doable if you have all the required documents. Make sure to submit all the necessary paperwork and don't forget to include any relevant supporting documentation. Once you have everything in order, the approval process should go smoothly. Xeluxe has been involved in many projects & the General Directorate of Civil Defense in Dubai has certified and given permission to function as a "House of Expertise" (Fire Safety Consultant) through our sister firm Agura Consultants.

#fire safety #fire #facade #construction #architecture

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