#Data Validation for AI

[haivoai]

Unlocking the Power of Language with Arabic Language AI and Data Annotation Services

Are you ready to embark on a journey into language and technology, where possibilities are boundless, and innovation knows no limits? With Arabic Language AI and Data Annotation Services, the horizon of linguistic advancement has never looked brighter. But how do these remarkable tools and services work, and how do they fuel the incredible realm of Text Annotation, Machine Learning, and Natural Language Processing? Let's dive into this exciting language and technology landscape and discover its potential.

Arabic Language AI - The Marvel of Multilingual Intelligence

Language is a bridge, and Arabic Language AI ensures that this bridge is solid and versatile. This cutting-edge technology is the embodiment of linguistic excellence, capable of understanding and processing the intricacies of the Arabic language. It opens doors to many possibilities, from language translation to sentiment analysis and much more. With Arabic Language AI, language is no longer a barrier; it's a gateway to innovation and communication.

Data Annotation Services - The Art of Data Enrichment

The world of artificial intelligence thrives on data, and Data Annotation Services are the artists behind this data enrichment. These experts meticulously label and categorize data, making it understandable for machines. Data annotation services are crucial to machine learning's success, from annotating images for computer vision to marking text for natural language processing.

Text Annotation Machine Learning - Where Text Comes Alive

Have you ever wondered how machines can understand and interpret text? Text Annotation Machine Learning is the magic that brings the reader to life. It enriches text data with metadata, enabling devices to comprehend, analyze, and process text in various languages. This technology fuels the world of chatbots, sentiment analysis, and language models, making communication seamless and intuitive.

Natural Language Processing - Making Machines Understand Language

Natural Language Processing (NLP) is the art of teaching machines to understand and interpret human language. With NLP, machines can process text, analyze sentiment, answer questions, and generate human-like text. This technology is at the heart of chatbots, language translation apps, and virtual assistants, making human-machine interaction more natural and efficient.

Unlocking the Potential

The potential of these language and technology tools is limitless. Here's how they can enhance various aspects of our lives:

1. Communication:

Arabic Language AI breaks down language barriers, facilitating communication between individuals who speak different languages.

NLP enhances chatbots and virtual assistants, making communication with machines more intuitive.

2. Data Analysis:

Data Annotation Services are crucial in making data understandable for machine learning models.

Text Annotation Machine Learning makes text data comprehensible for machines, enabling text analysis.

3. Innovation:

NLP drives innovation in language translation, sentiment analysis, and content generation.

Arabic Language AI fuels advancements in Arabic language processing, making technology accessible to a broader audience.

Conclusion

The fusion of language and technology is a realm of boundless possibilities, where Arabic Language AI, Data Annotation Services, Text Annotation Machine Learning, and Natural Language Processing converge to revolutionize how we communicate, process data, and innovate. Language is the gateway to technological advancement and communication without borders in this landscape.

Ready to explore the world of Arabic Language AI, data annotation services, and text annotation machine learning? Contact us today to unlock the power of language and technology. Join us on a journey of innovation, communication, and limitless possibilities. Your adventure begins here!

[st5lker]

actually i will get into it kind of but its not really that profound or deep i was just talking about how there are applications people don’t think about which i really cannot reasonably consider “cheating” but rather just time saving like having it proofread for simple grammatical errors you missed, quickly search through long documents for specific things/points of note, transcribe images of handwritten notes into plain text, do rough machine translations, etc etc most of which really nothing else can do as accurately or intelligently as an llm can and theres really no reason they have to be done manually by a human except for like pride or if you’re too stupid to read over what it outputs before using it. but when everyone talks about ai they only think about saying “write my essay for me” which like yeah thats going to take away any actual benefit you could gain from writing it and make up sources and shit but thats not the extent of it and people who are way too proud about having never once used an ai are corny about it and barely understand what ai even is and can do (because they do not use it)

[multi-lefaiye]

my spicy hot take regarding AI chatbots lying to people is that, no, the chatbot isn't lying. chatgpt is not lying. it's not capable of making the conscious decision to lie to you. that doesn't mean it's providing factual information, though, because that's not what it's meant to do (despite how it's being marketed and portrayed). chatgpt is a language learning model simply predicting what responses are most probable based on established parameters.

it's not lying, it's providing the most statistically likely output based on its training data. and that includes making shit up.

[moonchild-in-blue]

Sorrows and Despair

(just found out one of my favourite ST fanartists has deactivated 😔 really wanted to get one of their pieces back on my queue for later and. well. gone)

[datameticasols]

Datametica achieved significant runtime reduction by migrating Oracle Exadata workloads to Databricks through a strategic cloud migration and data warehouse migration approach. Leveraging Oracle data migration tools and automated SQL conversion, they replatformed efficiently, optimizing performance with Delta Iceberg and phased deployment. Powered by Pelican, their AI-powered automated data validation tool, the process ensured data integrity. This seamless shift was part of a broader Google Cloud migration strategy to modernize analytics at scale.

[lordsmerchantco]

Why Some Websites' Structured Data Cannot Be Detected by Google Rich Results?

Table of Contents Introduction Understanding Structured Data How Google Rich Results Work Common Issues with Structured Data Detection How to Fix Structured Data Errors AI Overview: Enhancing Structured Data with AI Featured Snippets & AEO Optimization GEO Targeting for Local SEO Impact FAQs About Structured Data and Google Rich Results People Also Ask (PAA) People Also Search…

[drchristophedelongsblog]

The integration of artificial intelligence (AI) into medicine is profoundly transforming practices, and this raises important questions about the ability of geriatricians and general practitioners to adapt.

Here is an analysis of the issues

Growing complexity of medicine with AI

Preventive and predictive medicine

AI can analyze huge amounts of data to identify individual risks and predict disease occurrence.

This requires a deep understanding of algorithms and their interpretation.

Diagnosis

AI helps in interpreting medical images, analyzing biological data and detecting complex patterns.

This requires an ability to validate and integrate AI results into the clinical context.

Therapeutic

AI personalizes treatments based on individual patient characteristics.

This involves knowledge of AI-based therapeutic options and an ability to monitor their effectiveness.

Capacity of geriatricians and general practitioners

Continuing education

Continuing education is essential to keep physicians up to date with advances in AI and its applications in medicine.

Interdisciplinary collaboration

Collaboration with AI specialists, data scientists and other healthcare professionals is crucial for effective use of AI.

Decision support tools

AI can provide decision support tools to support physicians in interpreting data and making clinical decisions.

Specificities of geriatrics

Geriatrics, by its holistic nature, is particularly concerned with the management of multiple pathologies and fragility.

AI can be a valuable asset in synthesizing complex data and personalizing care plans.

The role of the general practitioner

The general practitioner, through regular monitoring of the patient, is on the front line to detect changes and refer to specialists.

AI can help refine its diagnosis and monitoring.

In summary

AI represents a challenge, but also an opportunity to improve the care of elderly patients.

Continuing education, interdisciplinary collaboration and the use of decision support tools are essential to enable geriatricians and general practitioners to adapt to this evolution.

General practitioners and geriatricians will have a key role in using AI as a decision-making tool.

Go further

[kafkaoftherubble]

Hmm. Not a Christian, so my arguments against this aren't about sacrileges. But I also wanna muse aloud about this...

What I find problematic about this is that it substitutes a social interaction that is traditionally seen as relieving and helpful with a machine that is incapable of understanding what is being said to it. Whatever advice it can give out is based on algorithms and statistical probabilities. It listens to your sounds—but not your words—in order to find the correct response. The answers given are not meaningful because they are generated without Machine Jesus consciously understanding what you said.

What this looks to me is the degradation of the purpose of communication, be it to a human or their deity.

The idea that one can somehow replace a meaningful exchange between thinking, sapient beings with an unthinking, stats-dependent machine that was merely taught to speak in a superficially human way (or whoever they happen to roleplay) can only arise from a steady loss of quality communication throughout the years. People have to be acclimated to a lack of meaningful, human interactions for years to actually think "Meh, as long as there's an answer, it's a conversation and a job well done, right?"

Isn't this the same genius thought process behind robocalls and annoying ass robot customer service? I always spam 0 for operator because I'm so sick of it.

There are people who do think that such a replacement is comforting and consoling. I wonder if it further reveals how badly most of our day-to-day interactions and conversations (with anyone at all) have become, such that conversing with an unthinking machine is seen as equally good and fulfilling.

We already have too few meaningful, human conversations between people nowadays. Ain't surprising more people seem to feel lonelier and more isolated every day. This proposition right here helps nobody, methinks.

I think we should actually reclaim more avenues for conversations that are more human while turning other avenues into a bulwark of human social interactions. I think this is one place that should have been a bulwark.

Just as an aside: this also seems like an act of humans giving up on trying to understand either other people of their own congregation or the teachings themselves, such that they rather outsource it to a machine. Are we really so lacking in confidence in our own ability to think, connect, and understand?

News articles additional sources for this story: 1. The Strait Times (Singaporean) 2. VICE (American)

Hey, @flagellant, I think I need that rundown on the difference between blasphemy, sacrilege, and heresy again.

[newfangled-vady]

VADY – Smart Data, Smarter Decisions

In today’s digital age, data is a cornerstone for decision-making. However, not all data is created equal. VADY turns smart data into smarter decisions, giving businesses a clearer understanding of their operations, customers, and market trends. Through AI-powered analytics, VADY processes vast amounts of complex data and distills it into actionable insights. This empowers organizations to make strategic decisions quickly and with confidence. From reducing operational risks to discovering new growth opportunities, VADY ensures that your business leverages the full potential of its data to make smarter, more impactful choices in a competitive world.

[haivoai]

Streamline Waste Management with AI-Powered Annotation Tools

In a world increasingly focused on sustainable practices and environmental conservation, waste management has become a top priority for businesses and communities. Emerging technologies are playing a crucial role in making the process more efficient and eco-friendly. One such innovation is AI-powered annotation tools, specifically designed for waste management, waste annotation, image labeling, and video annotation. These tools are transforming the way we handle waste and recycling. Let's dive into the world of automated recycling and the impact of these technologies.

The Challenge of Waste Management

Waste management has always been a significant challenge, from the municipal level to industries handling large volumes of waste. Identifying and categorizing waste materials can be a tedious and time-consuming task, especially when dealing with diverse items. Traditional methods often involve manual inspection and sorting, which are not only slow but also prone to human error. This is where AI and machine learning come to the rescue.

Waste Annotation and Image Labeling

Waste annotation and image labeling tools have become indispensable in the waste management industry. These tools use computer vision algorithms to analyze images and videos, automatically identifying and categorizing waste materials. Whether it's a recycling facility or a municipal waste collection point, these tools enhance the speed and accuracy of waste classification.

Using AI, these tools can distinguish between various waste materials, such as plastics, paper, glass, and metals. The ability to precisely classify waste is a game-changer in recycling efforts. It enables businesses to optimize recycling processes, reduce contamination, and increase the value of recyclable materials.

Video Annotation for Real-time Monitoring

Video annotation tool take waste management a step further. By deploying cameras at key points in waste processing facilities, these tools continuously monitor and analyze the flow of materials. Any irregularities or contamination can be identified in real-time, allowing for immediate corrective action. This not only improves recycling efficiency but also ensures compliance with environmental regulations.

The Role of Automated Recycling

Automated recycling, powered by AI-driven annotation tools, offers several benefits:

Efficiency: The automation of waste identification and sorting significantly speeds up recycling processes.

Reduced Contamination: Accurate waste annotation minimizes contamination of recyclable materials, preserving their quality.

Cost Savings: Decreased reliance on manual labor and increased efficiency lead to cost savings for waste management companies.

Environmental Impact: Improved recycling rates reduce the environmental footprint of waste management.

Data Insights: Data collected through these tools can provide valuable insights for process optimization.

How AI-Powered Tools Are Transforming Waste Management

The integration of AI-powered annotation tools into waste management processes is a win-win for businesses and the environment. As the demand for sustainable practices grows, these tools play a pivotal role in reducing waste and promoting recycling.

One such innovative solution can be found at haivo.ai. They provide state-of-the-art AI-powered annotation tools designed specifically for waste management and recycling. By leveraging their expertise, businesses and municipalities can make their waste management processes more efficient, eco-friendly, and cost-effective.

In conclusion, the world of waste management is changing rapidly, and AI-powered annotation tools are at the forefront of this transformation. With their ability to streamline waste annotation, image labeling, and video annotation, these tools are making the world a cleaner and more sustainable place. Automated recycling is no longer a distant dream but a reality that benefits businesses, communities, and the planet.

[wander-wren]

also the idea of “without references, humans can still visualize ideas, AI cannot” is SO fucking funny, like i’m sorry, you’ve been seeing/hearing/feeling art of all kinds for LITERALLY your entire human life, those are references baby! in the same way that an AI pulls from the entire internet! yeah, sure, perhaps a person could make art if they were theoretically raised in a vacuum with no access to any of it ever, but that has like. literally never happened in the history of humanity so it’s a bit of a moot point isn’t it.

as per usual i have yet to see an “AI is art theft/plagiarism” argument that isn’t just based on vibes

Idk why I'm kicking the hornet nest of AI discourse again (I might be stupid...) but

Obviously what I'm about to say has nothing to do with what I think about the artistic merit of AI art because both images presented here are human-made. But something I've always found extremely funny about this infographic that occasionally makes the rounds is that the collage on the right made to metaphorically illustrate what's supposedly wrong and bad about AI art is about 1000x more interesting both visually and conceptually compared to the piece on the left which the audience is presumably supposed to recognize as innately superior and more #Ensouled. Like again it's an extremely moot point about AI art itself because both images are human-made but idk it kinda accidentally betrays a very narrow view of what good art looks like.

[thememakker]

Mplify - Versatile Bootstrap 4 Admin Template by Thememakker

Mplify Admin makes the development process easy and fast for you and aims to help you implement your idea in real time.

Product Highlights

Mplify is a fully professional, responsive, modern, multi-purpose, and feature-rich admin template. It can be used to create various websites, admin templates, admin dashboards, backend websites, CMS, CRM, blogs, business websites, timelines, and portfolios. This versatility makes it an ideal choice for developers looking to build functional and aesthetically pleasing web applications efficiently.

Key Features

Bootstrap 4.3.1: Ensures compatibility and modern design standards.

jQuery 3.3.1: Offers extensive plugins and support.

Built-in SCSS: Provides more flexibility and control over styles.

Light & Dark Full Support: Allows users to switch between light and dark themes.

RTL Full Support: Right-to-left language support for global accessibility.

W3C Validate Code: Ensures high coding standards and practices.

Mobile and Tablet Friendly: Responsive design for all devices.

Treeview: For hierarchical data display.

Drag & Drop Upload: Simplifies file uploading processes.

Image Cropping: Integrated tools for editing images.

Summernote: Rich text editor integration.

Markdown: Support for markdown formatting.

Beautiful Inbox Interface: User-friendly email management.

User-Friendly Chat App: Built-in chat application.

Scrum & Kanban Taskboard: Task management tools.

Add Events to Your Calendar: Event management capabilities.

File Manager: Efficient file organization and management.

Blogging: Tools to manage and create blog posts.

Testimonials: Features to showcase user testimonials.

Maintenance: Tools to manage and schedule maintenance.

Team Board: Collaboration tools for team management.

Search Result: Enhanced search functionalities.

Beautiful Pricing: Elegant pricing tables and plans.

Contact List & Grid: Efficient contact management.

User Profile: Customizable user profiles.

Extended Forms: Advanced form functionalities.

Clean Widgets: A variety of clean, modern widgets.

Technical Specifications

Bootstrap 4.3.1

Bootstrap 4.3.1 is a powerful front-end framework for faster and easier web development. It includes HTML and CSS-based design templates for typography, forms, buttons, tables, navigation, modals, image carousels, and many other interface components, as well as optional JavaScript plugins. Mplify leverages Bootstrap 4.3.1 to ensure a consistent and responsive design across all devices.

jQuery 3.3.1

jQuery is a fast, small, and feature-rich JavaScript library. It makes things like HTML document traversal and manipulation, event handling, and animation much simpler with an easy-to-use custom API integration that works across a multitude of browsers. Mplify includes jQuery 3.3.1 to provide enhanced functionality and interactivity to your applications.

Built-in SCSS

SCSS is a preprocessor scripting language that is interpreted or compiled into CSS. It allows you to use variables, nested rules, mixins, inline imports, and more, all with a fully CSS-compatible syntax. With SCSS, Mplify offers a more powerful and flexible way to manage styles.

Light & Dark Full Support

Mplify comes with built-in support for light and dark themes, allowing users to switch between these modes based on their preferences. This feature enhances user experience and accessibility, especially in different lighting conditions.

RTL Full Support

For developers targeting global audiences, Mplify provides full right-to-left (RTL) language support. This feature ensures that languages like Arabic, Hebrew, and Persian are properly displayed, making the template versatile and inclusive.

W3C Validate Code

The World Wide Web Consortium (W3C) sets the standards for web development. Mplify adheres to W3C's coding standards, ensuring that the template is built with clean, valid code, which improves browser compatibility, SEO, and overall performance.

Mobile and Tablet Friendly

In today's mobile-first world, having a responsive design is crucial. Mplify is designed to be fully responsive, ensuring that your mobile application looks great and functions seamlessly on all devices, including desktops, tablets, and smartphones.

Applications

Mplify’s versatile design and feature set make it suitable for a wide range of applications across various industries. Here are some key applications:

Admin Dashboards

Mplify provides a robust framework for building admin dashboards. With its extensive set of UI components, charts, forms, and tables, you can create comprehensive dashboards that provide valuable insights and data visualization.

CMS (Content Management Systems)

With features like blogging, file management, and user profile management, Mplify can be used to build powerful CMS platforms. Its clean widgets and beautiful interface ensure that the content management experience is both efficient and enjoyable.

CRM (Customer Relationship Management)

Mplify’s built-in tools for managing contacts, scheduling events, and maintaining communication through a chat app make it an excellent choice for developing CRM systems. These features help businesses manage customer interactions and data effectively.

Business Websites

The multi-purpose nature of Mplify allows it to be used for various business websites. Whether you need a portfolio, a blog, or a corporate website, Mplify provides the necessary tools and components to create a professional online presence.

Blogging Platforms

With integrated tools like Summernote for rich text editing and Markdown support, Mplify is ideal for creating blogging platforms. The beautiful inbox interface and testimonial features enhance the blogging experience, making it easy to manage and publish content.

Benefits

Easy and Fast Development

Mplify is designed to streamline the development process. With its pre-built components and templates, you can quickly assemble functional and aesthetically pleasing applications. This reduces development time and costs, allowing you to focus on implementing your ideas in real time.

Professional and Modern Design

Mplify offers a clean, modern design that is both professional and user-friendly. The template includes a variety of customizable widgets and components that adhere to the latest design standards, ensuring your application looks polished and up-to-date.

Comprehensive Feature Set

From task management tools like Scrum and Kanban boards to extensive form functionalities, Mplify provides a wide range of features that cater to various needs. This comprehensive feature set makes it a versatile solution for different types of projects.

Responsive and Mobile-Friendly

With Mplify, you can ensure that your application is accessible on all devices. Its responsive design adapts to different screen sizes, providing a seamless user experience on desktops, tablets, and smartphones.

Global Accessibility

Mplify’s RTL support and multi-language capabilities make it suitable for global applications. This feature ensures that your application can cater to users from different regions, enhancing its reach and usability.

Regular Updates and Support

When you purchase a license for Mplify, you receive all future updates for free. This ensures that your application remains up-to-date with the latest features and improvements. Additionally, Mplify provides excellent customer support to assist with any issues or queries.

Challenges and Limitations

Learning Curve

While Mplify is designed to be user-friendly, there may be a learning curve for beginners who are not familiar with Bootstrap or jQuery. However, comprehensive documentation and community support can help mitigate this challenge.

Customization

Although Mplify offers a wide range of customization options, extensive customization may require advanced knowledge of SCSS and JavaScript. This could be a limitation for developers who are not well-versed in these technologies.

Performance

As with any feature-rich template, there is a potential for performance issues if too many components and plugins are used simultaneously. It is important to optimize the application and selectively use features to maintain optimal performance.

Latest Innovations

Enhanced UI Components

Mplify continues to evolve with regular updates that introduce new and improved UI components. These enhancements ensure that your application remains modern and functional.

Advanced-Data Visualization

Recent updates have focused on improving data visualization capabilities. With enhanced charting tools and interactive elements, Mplify allows for more dynamic and engaging data presentation.

Integration with New Technologies

Mplify is continuously updated to integrate with the latest web technologies. This ensures compatibility with new frameworks and libraries, providing developers with more tools to build advanced applications.

Future Prospects

AI and Machine Learning Integration

The future of Mplify may include integration with AI and machine learning tools. This would enable developers to build more intelligent and automated applications, enhancing user experience and functionality.

Expanded Plugin Support

As the web development landscape evolves, Mplify is likely to expand its plugin support. This will provide developers with more options for extending the functionality of their applications.

Improved Accessibility Features

Mplify is expected to continue enhancing its accessibility features. This includes better support for assistive technologies and compliance with accessibility standards, ensuring that applications built with Mplify are inclusive for all users.

Comparative Analysis

Versus Other Bootstrap Templates

When compared to other Bootstrap templates, Mplify stands out due to its comprehensive feature set, modern design, and extensive customization options. While other templates may offer similar components, Mplify's unique features like RTL support and advanced task management tools give it an edge.

Versus Custom Development

Opting for a pre-built template like Mplify can significantly reduce development time and costs compared to custom web development. While custom development offers more flexibility, Mplify provides a robust foundation that can be easily customized to meet specific needs.

User Guides and Tutorials

Getting Started with Mplify

Installation: Download and install Mplify from the official website or marketplace.

Configuration: Configure the template settings according to your project requirements.

Customization: Use the built-in SCSS files to customize the styles and appearance.

Integration: Integrate Mplify with your backend systems and databases.

Deployment: Deploy your application on your preferred hosting platform.

Advanced Customization Techniques

SCSS Variables: Use SCSS variables to easily change colors, fonts, and other styles.

JavaScript Customization: Extend the functionality by adding custom JavaScript code.

Component Modification: Modify existing components or create new ones to meet specific needs.

Performance Optimization: Optimize the performance by minifying CSS and JavaScript files, and selectively loading components.

Conclusion

Mplify is a powerful, versatile, and user-friendly Bootstrap 4 admin dashboard template. It offers a wide range of features and customization options, making it suitable for various applications, from admin dashboards to business websites. With its modern design, responsive layout, and extensive documentation, Mplify simplifies the development process, allowing developers to implement their ideas in real time efficiently.

Whether you are building a CMS, CRM, or a personal blog, Mplify provides the tools and flexibility needed to create a professional and functional web application. Its ongoing updates and support ensure that your projects remain current and compatible with the latest web technologies.

[ohnoitstbskyen]

You’ve probably been asked this before, but do you have a specific view on ai-generated art. I’m doing a school project on artificial intelligence and if it’s okay, i would like to cite you

I mean, you're welcome to cite me if you like. I recently wrote a post under a reblog about AI, and I did a video about it a while back, before the full scale of AI hype had really started rolling over the Internet - I don't 100% agree with all my arguments from that video anymore, but you can cite it if you please.

In short, I think generative AI art

Is art, real art, and it's silly to argue otherwise, the question is what KIND of art it is and what that art DOES in the world. Generally, it is boring and bland art which makes the world a more stressful, unpleasant and miserable place to be.

AI generated art is structurally and inherently limited by its nature. It is by necessity averages generated from data-sets, and so it inherits EVERY bias of its training data and EVERY bias of its training data validators and creators. It naturally tends towards the lowest common denominator in all areas, and it is structurally biased towards reinforcing and reaffirming the status quo of everything it is turned to.

It tends to be all surface, no substance. As in, it carries the superficial aesthetic of very high-quality rendering, but only insofar as it reproduces whatever signifiers of "quality" are most prized in its weighted training data. It cannot understand the structures and principles of what it is creating. Ask it for a horse and it does not know what a "horse" is, all it knows is what parts of it training data are tagged as "horse" and which general data patterns are likely to lead an observer to identify its output also as "horse." People sometimes describe this limitation as "a lack of soul" but it's perhaps more useful to think of it as a lack of comprehension.

Due to this lack of comprehension, AI art cannot communicate anything - or rather, the output tends to attempt to communicate everything, at random, all at once, and it's the visual equivalent of a kind of white noise. It lacks focus.

Human operators of AI generative tools can imbue communicative meaning into the outputs, and whip the models towards some sort of focus, because humans can do that with literally anything they turn their directed attention towards. Human beings can make art with paint spatters and bits of gum stuck under tennis shoes, of course a dedicated human putting tons of time into a process of trial and error can produce something meaningful with genAI tools.

The nature of genAI as a tool of creation is uniquely limited and uniquely constrained, a genAI tool can only ever output some mixture of whatever is in its training data (and what's in its training data is biased by the data that its creators valued enough to include), and it can only ever output that mixture according to the weights and biases of its programming and data set, which is fully within the control of whoever created the tool in the first place. Consequently, genAI is a tool whose full creative capacity is always, always, always going to be owned by corporations, the only entities with the resources and capacity to produce the most powerful models. And those models, thus, will always only create according to corporate interest. An individual human can use a pencil to draw whatever the hell they want, but an individual human can never use Midjourney to create anything except that which Midjourney allows them to create. GenAI art is thus limited not only by its mathematical tendency to bias the lowest common denominator, but also by an ideological bias inherited from whoever holds the leash on its creation. The necessary decision of which data gets included in a training set vs which data gets left out will, always and forever, impose de facto censorship on what a model is capable of expressing, and the power to make that decision is never in the hands of the artist attempting to use the tool.

tl;dr genAI art has a tendency to produce ideologically limited and intrinsically censored outputs, while defaulting to lowest common denominators that reproduce and reinforce status quos.

... on top of which its promulgation is an explicit plot by oligarchic industry to drive millions of people deeper into poverty and collapse wages in order to further concentrate wealth in the hands of the 0.01%. But that's just a bonus reason to dislike it.

[dataprofiling]

Data validation is a critical aspect of ensuring the accuracy and integrity of data within various systems and processes. It involves the verification and validation of data to guarantee its reliability and usability. Imagine data validation as the gatekeeper that checks every piece of information trying to enter the system, ensuring only the correct and accurate data gets through. Just like a security checkpoint at an airport, data validation filters out the unwanted and potentially harmful data, allowing only the safe and valid data to pass through.

One of the key challenges in data validation is the sheer volume of data that needs to be processed. With the exponential growth of data in today's digital age, manual validation processes are no longer feasible. This is where automated data validation tools and techniques come into play. These tools streamline the validation process, making it faster, more efficient, and less prone to human error. It's like having a team of tireless workers who meticulously examine every piece of data, ensuring its accuracy and quality without getting tired or making mistakes.

Ensuring data accuracy is not just about maintaining the quality of information but also about upholding the credibility and trustworthiness of the entire system. Inaccurate data can lead to faulty decisions, flawed analysis, and ultimately, disastrous outcomes. Just like a single wrong turn can lead to getting lost in a maze, one incorrect piece of data can derail an entire process or system. Data validation acts as a compass, guiding the system in the right direction by ensuring that the data it relies on is accurate, reliable, and consistent.

Data validation is not a one-time task but an ongoing process that requires continuous monitoring and maintenance. As data evolves and changes over time, so do the validation requirements. Regular data validation checks are essential to identify and rectify any discrepancies, anomalies, or errors in the data. It's like regularly servicing your car to ensure it runs smoothly and efficiently. By proactively validating data on a regular basis, organizations can prevent data quality issues before they escalate into major problems.

[sandersstudies]

So the AI ask wasn't spam. I'd highly encourage you to do some research into how AI actually works, because it is neither particularly harmful to the environment, nor is it actually plagiarism.

Ignoring all of that however, my issue is that, fine, if you don't like AI, whatever. But people get so vitriolic about it. Regardless of your opinions on if it's valid art, your blog is usually a very positive place. It was kind of shocking to see you post something saying "fuck you if you disagree with me, your're a disgrace to the community." Just felt uncharacteristicly mean.

Even if you insist AI isn’t actively harmful to the environment or other writers (and the research I have done suggests it is, feel free to send me additional reading) and you simply MUST use prompts to generate personal content, nobody has any business posting it in a creative space for authors, which was the specific complaint addressed in that original post. While I’ll never say “fuck you for who you are as a person” on this blog, I might very well say “fuck you for harmful or rude actions you’ve taken willingly,” which is what that post was about.

Ao3 and similar platforms are designed as an archive for fan content and not a personal storage place for AI prompt results. It is simply not an appropriate place. If you look in the notes of the previous ask you will see other people have brought up additional reasons they have concerns about this practice.

A note on environmental effects for those who might not know: Generative AI requires MASSIVE amounts of data computers operating. As anyone who has held a laptop in their lap or run Civ VII on an aging desktop computer, computer équipement generates a lot of heat. Even some home and small-industrial computers have water-cooling systems. The amount of water demanded by AI computers is massive, even as parts of the world (even in America) experience water shortages. Besides this, it consumes a lot of power. The rising demand for AI and the improvements demanded to keep it viable mean this problem will continue to scale up rather than improve. Of course, those who benefit from the use of AI continue to downplay these concerns, and money is being funneled into convincing the public that these are not real concerns.

I have been openly against the use of generative AI, especially for art and writing, since its popularity rose in the last couple years. I’m sorry I wasn’t clearer about this stance sooner. I have asked my followers to alert me if I proliferate or share AI content, and continue to do so.

[drchristophedelongsblog]

The integration of artificial intelligence (AI) into medicine is profoundly transforming practices, and this raises important questions about the ability of geriatricians and general practitioners to adapt.

Here is an analysis of the issues

Growing complexity of medicine with AI

Preventive and predictive medicine

AI can analyze huge amounts of data to identify individual risks and predict disease occurrence.

This requires a deep understanding of algorithms and their interpretation.

Diagnosis

AI helps in interpreting medical images, analyzing biological data and detecting complex patterns.

This requires an ability to validate and integrate AI results into the clinical context.

Therapeutic

AI personalizes treatments based on individual patient characteristics.

This involves knowledge of AI-based therapeutic options and an ability to monitor their effectiveness.

Capacity of geriatricians and general practitioners

Continuing education

Continuing education is essential to keep physicians up to date with advances in AI and its applications in medicine.

Interdisciplinary collaboration

Collaboration with AI specialists, data scientists and other healthcare professionals is crucial for effective use of AI.

Decision support tools

AI can provide decision support tools to support physicians in interpreting data and making clinical decisions.

Specificities of geriatrics

Geriatrics, by its holistic nature, is particularly concerned with the management of multiple pathologies and fragility.

AI can be a valuable asset in synthesizing complex data and personalizing care plans.

The role of the general practitioner

The general practitioner, through regular monitoring of the patient, is on the front line to detect changes and refer to specialists.

AI can help refine its diagnosis and monitoring.

In summary

AI represents a challenge, but also an opportunity to improve the care of elderly patients.

Continuing education, interdisciplinary collaboration and the use of decision support tools are essential to enable geriatricians and general practitioners to adapt to this evolution.

General practitioners and geriatricians will have a key role in using AI as a decision-making tool.

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