#Custom AI ML Software Development Services

[nextgen-invent]

NextGen Invent specializes in providing custom AI and ML software development services tailored to meet the unique needs of businesses looking to leverage cutting-edge technology solutions for innovation and growth.

[weepinghearttome]

How Poscig Technologies Builds Fast, Secure, and Scalable Websites for Any Business 

In the digital age, a website is more than just a business card  it’s the foundation of your online presence. But for it to truly deliver results, it must be fast, secure, and scalable. This is where expert-level web development services come into play. 

At Poscig Technologies, we go beyond aesthetics. As a leading web development company in Pune, India, we help businesses build performance-driven websites that are built to convert, scale, and protect. 

Here’s how we ensure our clients stay ahead in the digital game. 

Why Website Speed Matters?

Website visitors today expect lightning-fast experiences. Research shows that a 1-second delay in page load time can cut conversions by 7%, and over half of users abandon sites that take more than 3 seconds to load. 

Speed also plays a major role in Google’s Core Web Vitals  a key SEO ranking factor. 

At Poscig Technologies, our web development services include: 

Writing clean, minimal, and SEO-friendly code  

Image compression techniques to reduce load time 

Integration of global Content Delivery Networks (CDNs)   

This ensures every website we build loads quickly, ranks well, and keeps users engaged. 

Building Secure Websites 

In today’s threat landscape, security isn’t optional — it’s critical. As a trusted provider of web development services in Pune, India, we embed security into every layer of your website’s architecture. 

Here’s what we implement: 

SSL certificates for secure data encryption 

Secure frameworks like Laravel and Next.js 

Regular vulnerability scans and code audits 

Role-based access controls and authentication systems  

Our goal? To ensure your business is protected from data breaches, phishing, and malware. 

Scalable Architecture for Future Growth 

As your business grows, so should your website — without the need to rebuild it from scratch. 

At Poscig Technologies, we specialize in scalable web development services. Our approach includes: 

Modular and component-based coding 

Optimized database structures 

Cloud-based deployments using AWS, DigitalOcean, and more  

Tech Stack and Tools That Power Our Success 

To deliver top-tier solutions, we rely on the most modern and secure tools available: 

Frontend: React, Next.js, Vue.js 

Backend: Laravel, Node.js 

Deployment Platforms: AWS, DigitalOcean, Vercel  

DevOps: CI/CD pipelines for smooth updates and no downtime  

This stack allows us to offer web development services that are not just high-performing, but also easy to maintain and expand.

Why Businesses Choose Poscig Technologies 

Working with a best design company like Poscig Technologies means getting more than just a website — you get a digital platform built to grow and evolve with your business. 

 Faster websites increase engagement and drive conversions 

 Secure platforms reduce risk and build trust 

 Scalable solutions future-proof your online presence 

Conclusion 

In a world where digital expectations are constantly rising, having a visually attractive website is just the beginning. The real value lies in building a website that is fast, secure, and scalable — and that’s exactly what we do at Poscig Technologies. 

If you’re looking for web development services in Pune, India, and want to work with a best design company that understands performance, security, and growth — we’re here to help. 

[webcovnoy]

The Future of Ai is Here

Artificial Intelligence (AI) is no longer a concept of the future; it is already transforming our world. From self-driving cars to intelligent chatbots and automated healthcare systems, AI is making its way into every industry. As technology continues to evolve, AI is expected to bring even more advanced solutions, enhancing efficiency, accuracy, and convenience in various fields. This article explores how AI is shaping the future and the limitless possibilities it holds for businesses, education, healthcare, and daily life.

What is AI and How Does It Work?

AI refers to computer systems capable of performing tasks that require human intelligence. These tasks include problem-solving, decision-making, speech recognition, and learning from data. AI operates through machine learning (ML), deep learning, and natural language processing (NLP), enabling machines to analyze patterns, predict outcomes, and improve their performance over time.

AI in Business and Industries

Businesses worldwide are integrating AI to enhance productivity and improve customer experiences. AI-powered chatbots assist customers with queries, predictive analytics help companies make data-driven decisions, and automation reduces manual labor. Industries such as finance, retail, and manufacturing benefit from AI-driven insights, fraud detection, and supply chain optimization.

AI in Healthcare

AI is revolutionizing healthcare by improving diagnostics, treatment, and patient care. AI algorithms analyze medical images to detect diseases like cancer at early stages. Virtual health assistants provide personalized healthcare recommendations, while robotic surgeries improve precision and reduce recovery time. AI also plays a crucial role in drug discovery, making the process faster and more efficient.

AI in Education

Education is experiencing a significant transformation with AI-powered tools. Intelligent tutoring systems personalize learning experiences for students, while AI-driven platforms assist teachers in grading assignments and analyzing student performance. AI also helps create immersive learning environments through augmented reality (AR) and virtual reality (VR), making education more interactive and engaging.

AI in Daily Life

AI has become a part of our daily routine, from voice assistants like Siri and Alexa to recommendation algorithms on Netflix and YouTube. Smart home devices automate household tasks, self-driving cars promise safer transportation, and AI-driven virtual assistants streamline work-related activities. AI is making everyday life more convenient and efficient.

The Ethical Concerns of AI

While AI brings numerous benefits, it also raises ethical concerns. Issues like data privacy, bias in AI algorithms, and job displacement need to be addressed. Ensuring responsible AI development with transparency, fairness, and accountability is crucial to prevent misuse and promote ethical AI practices.

The Future of AI: What to Expect

The future of AI is filled with endless possibilities. Advancements in AI will lead to smarter automation, improved healthcare solutions, and enhanced human-AI collaboration. AI will continue to evolve, helping businesses, individuals, and societies in ways we have yet to imagine. As technology advances, ethical considerations and regulations will play a vital role in shaping the future of AI.

Conclusion

The future of AI is here, and it is transforming every aspect of our lives. From businesses to healthcare, education to everyday convenience, AI is making a significant impact. As AI technology continues to progress, it is essential to embrace its potential while ensuring ethical and responsible use. The journey of AI has just begun, and the possibilities are limitless.

[glasierinc]

How to Build an Online Marketplace? 8 Steps from an Idea to Launch

AI and ML development company eCommerce development company  Hire Shopify developers Custom software development company 

[technology-trends-by-mellisa]

Why Attending Tech Expo Gujarat 2024 is a Must for MSMEs and Businesses

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How AI Development Companies Are Helping Businesses Thrive: A Focus on Immersive Technology

Immersive technology, such as augmented reality (AR), and virtual reality (VR) is rapidly becoming a powerful tool for businesses to engage with customers and enhance their experiences. AI development companies are at the forefront of integrating immersive technology into various business applications.

Key Benefits of Immersive Technology: Enhanced Customer Engagement: Immersive experiences create lasting impressions and foster deeper connections with customers. Improved Product Visualization: Customers can visualize products in real-world settings, reducing the risk of returns and increasing purchase confidence. Training and Education: Immersive technology provides interactive and engaging training experiences, improving knowledge retention and skill development. Marketing and Advertising: AR and VR can be used to create memorable advertising campaigns and interactive product demos. How AI Development Companies Leverage Immersive Technology: AI development companies are pivotal in helping businesses leverage these technologies effectively. For example, they use AI to enhance experiential marketing, where personalized immersive experiences are tailored based on individual customer preferences and behaviors. Interactive solutions powered by AI can adapt to user input, offering real-time feedback and creating a more engaging experience.

For companies exploring these opportunities, partnering with an experienced AI development company can offer valuable insights. Understanding the range of available solutions and their impact can help in effectively integrating immersive technology into your strategy. Connecting with professionals in the field can provide further guidance.

Additionally, AI development companies ensure that mobile and web integration of immersive technology is seamless, making these advanced experiences accessible to a wider audience. They also contribute to content development by utilizing AI to generate 3D models and animations, significantly reducing development time and costs. Strategic guidance from these companies helps businesses effectively utilize immersive technology to achieve their objectives.

By integrating immersive technology with AI, companies are enhancing customer engagement and driving overall business growth. As AI development companies continue to innovate in this space, businesses are discovering new ways to thrive in a competitive market.

[techactive]

Tech Active Guide: Nurturing Connectivity with Remote Team Building

Explore virtual team building and remote work, uncovering benefits, challenges, and strategic initiatives for fostering collaboration. Visit us to know more.

[niraj-jagwani]

AI and Custom Healthcare Software: Pioneering a New Era of Diagnosis and Treatment

In an era defined by technological advancements and the pursuit of enhanced healthcare solutions, the marriage of Custom Healthcare Software with AI and ML development services is ushering in a transformative wave of innovation. The convergence of healthcare and cutting-edge software solutions is redefining the way we diagnose and treat illnesses, providing tailor-made solutions that are efficient, effective, and personalized to individual patient needs.

Healthcare Software Development: A Revolution in Progress

Custom healthcare software development has evolved from a niche concept to a pivotal element in modern healthcare systems. The healthcare industry's rapid digitalization has necessitated robust, versatile software solutions that can adapt to ever-evolving needs. Healthcare software development companies have answered the call, leveraging AI and ML development services to create tailored solutions that cater to the specific demands of healthcare professionals, patients, and organizations.

One of the primary advantages of healthcare software solutions is their adaptability. They can be tailored to suit the unique requirements of different medical practices, hospitals, and clinics. These solutions provide an efficient means of streamlining administrative tasks, improving patient data management, and enhancing the overall quality of care.

The AI Revolution in Healthcare

The integration of AI and ML into custom healthcare software is at the forefront of this paradigm shift. AI-powered applications are becoming indispensable tools for medical professionals in diagnosing and treating diseases. The ability to sift through vast datasets, identify patterns, and offer real-time insights is transforming the way healthcare is delivered.

AI/ML development services enable healthcare software solutions to process and analyze complex medical data, such as medical images, patient histories, and genetic information. With this wealth of information at their disposal, healthcare providers can make quicker and more accurate diagnoses. For instance, AI-driven algorithms can detect anomalies in medical imaging, helping radiologists spot early signs of diseases like cancer, thereby improving patient outcomes.

Personalized Treatment Plans

One of the most promising aspects of custom healthcare software is its potential to deliver personalized treatment plans. By combining AI's analytical capabilities with detailed patient data, healthcare professionals can create treatments that are precisely tailored to an individual's unique medical history, genetic makeup, and lifestyle.

For example, AI-driven software can help oncologists select the most effective cancer treatment based on a patient's genetic profile, increasing the chances of successful outcomes and reducing adverse side effects. This personalized approach can extend to various medical fields, from cardiology to mental health, enhancing patient care across the board.

Enhanced Remote Healthcare

In a world still grappling with the effects of a global pandemic, the importance of remote healthcare solutions cannot be overstated. Custom healthcare software, with its AI integration, is facilitating remote monitoring and telehealth services, enabling patients to receive quality care from the comfort of their homes.

AI-powered chatbots and virtual assistants are providing patients with real-time medical information, monitoring their health status, and even reminding them to take medication. This not only enhances patient engagement but also allows healthcare professionals to intervene promptly if issues arise.

Streamlining Administrative Tasks

The benefits of healthcare software solutions extend beyond clinical care. Custom software is automating and streamlining administrative tasks, reducing paperwork, and improving the efficiency of healthcare organizations. Billing, appointment scheduling, and electronic health records management are becoming more efficient, allowing healthcare professionals to focus on patient care.

The Challenges and Concerns

While custom healthcare software and AI-driven solutions offer great promise, they come with their own set of challenges and concerns. Data security and privacy, for instance, are paramount issues. Healthcare organizations must ensure that patient data is handled with the utmost care, abiding by strict regulations and security measures.

Furthermore, the need for healthcare professionals to adapt to these new technologies and tools cannot be underestimated. Training and education will be essential to harness the full potential of AI and custom healthcare software.

The Future of Healthcare: A Synergy of Technology and Compassion

As we stride boldly into this new era of healthcare, where AI and custom healthcare software converge, one thing remains clear: the heart of medicine lies in human touch. Technology is a powerful tool, but it is healthcare professionals who provide the compassion and empathy that patients need during their most vulnerable moments.

The ongoing partnership between the healthcare industry and software developers will continue to redefine the landscape of healthcare. Together, they will improve patient outcomes, streamline processes, and create a healthcare system that is not only efficient but also deeply personalized.

In conclusion, the amalgamation of AI and custom healthcare software is a beacon of hope, illuminating the path towards more accurate diagnoses, personalized treatments, and an overall better healthcare experience for patients worldwide. As we move forward, it's crucial to embrace these innovations while never losing sight of the core principles of medical practice: empathy, care, and the profound significance of the human touch in healthcare.

[nextgen-invent]

NextGen Invent specializes in providing custom AI and ML software development services to help businesses harness the power of cutting-edge technology for their unique needs. Our expert team combines advanced algorithms and data analysis to deliver tailored solutions that drive efficiency and innovation in your industry. Trust NextGen Invent for top-notch AI and ML development services that elevate your business to new heights.

[christianbale121]

AI Agent Development: How to Create Intelligent Virtual Assistants for Business Success

In today's digital landscape, businesses are increasingly turning to AI-powered virtual assistants to streamline operations, enhance customer service, and boost productivity. AI agent development is at the forefront of this transformation, enabling companies to create intelligent, responsive, and highly efficient virtual assistants. In this blog, we will explore how to develop AI agents and leverage them for business success.

Understanding AI Agents and Virtual Assistants

AI agents, or intelligent virtual assistants, are software programs that use artificial intelligence, machine learning, and natural language processing (NLP) to interact with users, automate tasks, and make decisions. These agents can be deployed across various platforms, including websites, mobile apps, and messaging applications, to improve customer engagement and operational efficiency.

Key Features of AI Agents

Natural Language Processing (NLP): Enables the assistant to understand and process human language.

Machine Learning (ML): Allows the assistant to improve over time based on user interactions.

Conversational AI: Facilitates human-like interactions.

Task Automation: Handles repetitive tasks like answering FAQs, scheduling appointments, and processing orders.

Integration Capabilities: Connects with CRM, ERP, and other business tools for seamless operations.

Steps to Develop an AI Virtual Assistant

1. Define Business Objectives

Before developing an AI agent, it is crucial to identify the business goals it will serve. Whether it's improving customer support, automating sales inquiries, or handling HR tasks, a well-defined purpose ensures the assistant aligns with organizational needs.

2. Choose the Right AI Technologies

Selecting the right technology stack is essential for building a powerful AI agent. Key technologies include:

NLP frameworks: OpenAI's GPT, Google's Dialogflow, or Rasa.

Machine Learning Platforms: TensorFlow, PyTorch, or Scikit-learn.

Speech Recognition: Amazon Lex, IBM Watson, or Microsoft Azure Speech.

Cloud Services: AWS, Google Cloud, or Microsoft Azure.

3. Design the Conversation Flow

A well-structured conversation flow is crucial for user experience. Define intents (what the user wants) and responses to ensure the AI assistant provides accurate and helpful information. Tools like chatbot builders or decision trees help streamline this process.

4. Train the AI Model

Training an AI assistant involves feeding it with relevant datasets to improve accuracy. This may include:

Supervised Learning: Using labeled datasets for training.

Reinforcement Learning: Allowing the assistant to learn from interactions.

Continuous Learning: Updating models based on user feedback and new data.

5. Test and Optimize

Before deployment, rigorous testing is essential to refine the AI assistant's performance. Conduct:

User Testing: To evaluate usability and responsiveness.

A/B Testing: To compare different versions for effectiveness.

Performance Analysis: To measure speed, accuracy, and reliability.

6. Deploy and Monitor

Once the AI assistant is live, continuous monitoring and optimization are necessary to enhance user experience. Use analytics to track interactions, identify issues, and implement improvements over time.

Benefits of AI Virtual Assistants for Businesses

1. Enhanced Customer Service

AI-powered virtual assistants provide 24/7 support, instantly responding to customer queries and reducing response times.

2. Increased Efficiency

By automating repetitive tasks, businesses can save time and resources, allowing employees to focus on higher-value tasks.

3. Cost Savings

AI assistants reduce the need for large customer support teams, leading to significant cost reductions.

4. Scalability

Unlike human agents, AI assistants can handle multiple conversations simultaneously, making them highly scalable solutions.

5. Data-Driven Insights

AI assistants gather valuable data on customer behavior and preferences, enabling businesses to make informed decisions.

Future Trends in AI Agent Development

1. Hyper-Personalization

AI assistants will leverage deep learning to offer more personalized interactions based on user history and preferences.

2. Voice and Multimodal AI

The integration of voice recognition and visual processing will make AI assistants more interactive and intuitive.

3. Emotional AI

Advancements in AI will enable virtual assistants to detect and respond to human emotions for more empathetic interactions.

4. Autonomous AI Agents

Future AI agents will not only respond to queries but also proactively assist users by predicting their needs and taking independent actions.

Conclusion

AI agent development is transforming the way businesses interact with customers and streamline operations. By leveraging cutting-edge AI technologies, companies can create intelligent virtual assistants that enhance efficiency, reduce costs, and drive business success. As AI continues to evolve, embracing AI-powered assistants will be essential for staying competitive in the digital era.

[itcompanyinvadodara]

Transform Your Business with Anayasmi Infotech’s Comprehensive IT Services

Anayasmi Infotech is dedicated to driving business success in the digital age by offering a wide range of technology services tailored to meet the evolving needs of modern businesses. As one of the leading IT software companies in Vadodara, we provide innovative solutions in areas such as AI development and ML services, helping businesses harness the power of artificial intelligence and machine learning to automate processes, gain valuable insights, and stay ahead of the competition. Our team specializes in custom software development, creating tailored solutions that address unique challenges, and as a trusted web development agency, we design and develop responsive, high-performing websites that enhance user experience and boost online presence. Additionally, we understand the importance of nurturing future talent, which is why we offer comprehensive internships for computer engineering students in Vadodara, including both paid internship opportunities, enabling students to gain hands-on experience and prepare for successful careers in the tech industry. At Anayasmi Infotech, we are committed to providing end-to-end solutions that help businesses grow and succeed in today’s fast-paced, technology-driven world.

[bestsoftwarecompanyinkolkata]

Best Software Company in Kolkata - Your Guide to Top Software Solutions Providers

Kolkata, the cultural capital of India, is not just known for its rich heritage and vibrant traditions but also for its thriving IT industry. Over the past few years, the city has emerged as a significant hub for software development, attracting businesses looking for top-notch software solutions. If you're searching for the best software company in Kolkata, you're in the right place. In this blog, we'll explore what makes a software company stand out, the top players in the city, and how they can cater to your business needs.

Why Kolkata for Software Development?

Kolkata offers a unique blend of talent, affordability, and innovation that makes it an ideal location for software development. The city is home to several prestigious educational institutions, producing a steady stream of skilled IT professionals. Additionally, the cost of living in Kolkata is lower compared to other major cities like Bangalore, Mumbai, and Delhi, making it an attractive destination for businesses seeking cost-effective software solutions.

What Makes a Software Company the Best?

When it comes to selecting the best software company in Kolkata, there are several factors to consider:

Expertise and Experience: A top software company should have a proven track record of delivering successful projects. Look for companies with extensive experience in your industry and a portfolio that showcases their technical prowess.

Client-Centric Approach: The best software companies prioritize their clients' needs, offering tailored solutions that address specific business challenges. They should be able to understand your vision and translate it into a functional software solution.

Innovative Solutions: In today's rapidly changing technological landscape, innovation is key. The best software company i kolkata are those that stay ahead of the curve, leveraging the latest technologies and methodologies to deliver cutting-edge solutions. Quality Assurance: A reliable software company should have a robust quality assurance process in place, ensuring that the final product is free of bugs and performs seamlessly.

Support and Maintenance: Post-deployment support is crucial for the long-term success of any software solution. The best companies offer comprehensive support and maintenance services to keep your software running smoothly.

Top Software Companies in Kolkata

Now that we know what makes a software company the best, let's take a look at some of the top players in Kolkata that have made a mark in the industry.

1. Fusion Informatics

Fusion Informatics is a leading software development company in Kolkata known for its innovative solutions and client-centric approach. With over two decades of experience, the company has delivered numerous successful projects across various industries, including healthcare, finance, retail, and more. Fusion Informatics specializes in custom software development, mobile app development, AI and ML solutions, and blockchain development.

2. Indus Net Technologies

Indus Net Technologies (INT) is another top software company in Kolkata, renowned for its expertise in digital transformation and IT consulting. With a team of over 750 professionals, INT has served clients in more than 40 countries. The company offers a wide range of services, including web and mobile app development, cloud solutions, digital marketing, and analytics. INT's commitment to innovation and quality has earned it a strong reputation in the industry.

3. Pioneer Software Park Pvt. Ltd.

Pioneer Software Park is a Kolkata-based company that provides end-to-end software development services. The company has a strong focus on delivering high-quality, cost-effective solutions tailored to meet the unique needs of its clients. Pioneer Software Park's services include custom software development, ERP solutions, e-commerce development, and IT consulting. Their client-centric approach and dedication to excellence make them one of the best software company in Kolkata.

4. Capital Numbers

Capital Numbers is a digital solutions company based in Kolkata that has garnered international acclaim for its services. The company specializes in custom software development, web and mobile app development, and digital marketing. With a team of over 600 professionals, Capital Numbers has delivered successful projects for clients ranging from startups to Fortune 500 companies. Their focus on quality, innovation, and customer satisfaction has made them a preferred choice for businesses worldwide.

5. Navigators Software Pvt. Ltd. (Navsoft)

Navigators Software Pvt. Ltd., popularly known as Navsoft, is a Kolkata-based software development company with a global footprint. The company offers a comprehensive range of services, including custom software development, web and mobile app development, cloud solutions, and digital transformation. Navsoft has a strong emphasis on innovation and quality, ensuring that their solutions are not only effective but also future-proof.

Why Choose a Kolkata-Based Software Company?

Choosing a Kolkata-based software company offers several advantages:

Cost-Effective Solutions: Kolkata's lower cost of living translates to more affordable software development services without compromising on quality.

Access to Skilled Talent: The city's educational institutions produce a steady stream of skilled IT professionals, ensuring that you have access to a pool of talented developers and engineers.

Cultural Compatibility: Kolkata's cultural diversity and English-speaking workforce make it easier to collaborate and communicate effectively with clients from around the world.

Strategic Location: Kolkata's strategic location and well-connected infrastructure make it easy for businesses to collaborate and manage projects efficiently.

Conclusion

Kolkata is home to some of the best software companies in India, offering a unique combination of talent, innovation, and affordability. Whether you're a startup looking to develop a new product or an established business seeking to enhance your digital presence, Kolkata's software companies have the expertise and experience to deliver exceptional results. When choosing a software company, consider factors such as expertise, client-centricity, innovation, and support to ensure that you partner with the best in the industry.

If you're on the lookout for the best software company in Kolkata, the companies mentioned above are a great place to start. Each of these companies has a proven track record of delivering high-quality software solutions that meet the unique needs of their clients.

[fishboneart]

Fishbone #010

the human cost rolls downhill

5 source images, 9 layers.

I hate having to write this. I hate that this is a thing that happened to be written about.

In early 2024 a private virtual clinic providing medical care for a vulnerable and underserved patient demographic allegedly replaced 80% of its human staff with machine learning software.

As far as I can find this hasn't been reported on in the media so far and many of the details are currently not public record. I can't confirm how many staff were laid off, how many quit, how many remain, and how many of those are medics vs how many are admin. I can't confirm exact dates or software applications. This uncertainty about key details is why I'm not naming the clinic. I don't want to accidentally do a libel.

I'm not a journalist and ancestors willing researching this post is as close as I'll ever have to get. It's been extremely depressing. The patient testimonials are abundant and harrowing.

What I have been able to confirm is that the clinic has publicly announced they are "embracing AI," and their FAQs state that their "algorithms" assess patients' medical history, create personalised treatment plans, and make recommendations for therapies, tests, and medications. This made me scream out loud in horror.

Exploring the clinic's family of sites I found that they're using Zoho to manage appointment scheduling. I don't know what if any other applications they're using Zoho for, or whether they're using other software alongside it. Zoho provides office, collaboration, and customer relationship management products; things like scheduling, videocalls, document sharing, mail sorting, etc.

The clinic's recent Glassdoor reviews are appalling, and make reference to increased automation, layoffs, and hasty ai implementation.

The patient community have been reporting abnormally high rates of inadequate and inappropriate care since late February/early March, including:

Wrong or incomplete prescriptions

Inability to contact the clinic

Inability to cancel recurring payments

Appointments being cancelled

Staff simply failing to attend appointments

Delayed prescriptions

Wrong or incomplete treatment summaries

Unannounced dosage or medication changes

The clinic's FAQ suggests that this is a temporary disruption while the new automation workflows are implemented, and service should stabilise in a few months as the new workflows come online. Frankly I consider this an unacceptable attitude towards human lives and health. Existing stable workflows should not be abandoned until new ones are fully operational and stable. Ensuring consistent and appropriate care should be the highest priority at all times.

The push to introduce general-use machine learning into specialised areas of medicine is a deadly one. There are a small number of experimental machine learning models that may eventually have limited use in highly specific medical contexts, to my knowledge none are currently commercially available. No commercially available current generation general use machine learning model is suitable or safe for medical use, and it's almost certain none ever will be.

Machine learning simply doesn't have the capacity to parse the nuances of individual health needs. It doesn't have the capacity to understand anything, let alone the complexities of medical care. It amplifies bias and it "hallucinates" and current research indicates there's no way to avoid either. All it will take for patients to die is for a ML model to hallucinate an improper diagnosis or treatment that's rubber stamped by an overworked doctor.

Yet despite the fact that it is not and will never be fit for purpose, general use machine learning has been pushed fait accompli into the medical lives of real patients, in service to profit. Whether the clinic itself or the software developers or both, someone is profiting from this while already underserved and vulnerable patients are further neglected and endangered.

This is inevitable by design. Maximising profit necessitates inserting the product into as many use cases as possible irrespective of appropriateness. If not this underserved patient group, another underserved patient group would have been pressed, unconsenting, into unsupervised experiments in ML medicine--and may still. The fewer options and resources people have, the easier they are to coerce. You can do whatever you want to those who have no alternative but to endure it.

For profit to flow upwards, cost must flow downwards. This isn't an abstract numerical principle it's a deadly material fact. Human beings, not abstractions, bear the cost of the AI bubble. The more marginalised and exploited the human beings, the more of the cost they bear. Overexploited nations bear the burden of mining, manufacture, and pollution for the physical infrastructure to exist, overexploited workers bear the burden of making machine learning function at all (all of which I will write more about another day), and now patients who don't have the option to refuse it bear the burden of its overuse. There have been others. There will be more. If the profit isn't flowing to you, the cost is--or it will soon.

It doesn't have to be like this. It's like this because humans made it this way, we could change it. Indeed, we must if we are to survive.

[glasierinc]

How AutoML is transforming AI: The Concept of ‘AI Creating AI’

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