Mageshwaran Nathan

When I was working on this topic, it came up just in time and was well articulated. I believe that if we emphasize more on ground truth and the accuracy of the results, it would be very beneficial. Additionally, addressing how to safeguard #PII is crucial. We cant alone depend on the #prompts #multimodalrag #rag #insights

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Advancements in Natural Language Processing (NLP) ░▒▓█► ✿✿✿✿ 𝐂𝐒𝐄𝐏𝐫𝐚𝐜𝐭𝐢𝐜𝐚𝐥𝐬 ✿✿✿✿◄█▓▒░ Natural Language Processing (NLP) is a branch of Artificial Intelligence (AI) that deals with the interaction between computers and humans using natural language. NLP enables computers to understand, interpret, recognize, and generate human language in a valuable way. Here are some notable advancements in NLP: 1. Improved Machine Translation: Technological advancements in NLP have greatly improved machine translation tools, such as Google Translate. By leveraging deep learning technologies, machine translation tools can now provide more accurate translations and understand context better. 2. Chatbots and Virtual Assistants: With advancements in NLP, conversational bots (like Siri, Alexa, and Google Assistant) can understand and respond to complex voice commands, making user interactions more natural and seamless. 3. Sentiment Analysis: Today's NLP algorithms are so advanced that they can understand the tone of language, detect sarcasm, and understand context, allowing for more nuanced sentiment analysis. 4. Text Summarization: NLP advancements have led to the development of software that can summarize lengthy documents accurately, helping users to understand the key points of the document quickly. 5. Improved Search Engine Algorithms: Google's BERT (Bidirectional Encoder Representations from Transformers) update was one of the significant advancements in NLP. It aims to understand the context of words in search queries better and provide accurate results. 6. Machine Learning and NLP: Advancements in machine learning, particularly deep learning, have aided in the proliferation and accuracy of NLP. Deep learning helps computers understand human language by analyzing patterns in data. 7. Use in Healthcare: NLP is being used to improve patient care by interpreting narrative clinical documents and extracting meaningful information. 8. Dependency Parsing: It is a technique that helps in understanding the grammatical structure of a sentence. This has greatly improved sentence-level analysis. 9. Named Entity Recognition (NER): NER has become proficient in recognizing various entity types from text including persons, organizations, locations, medical codes, time expressions, quantities, monetary values, percentages, etc. The future of NLP holds the promise of even more sophisticated technologies capable of understanding and interpreting human language on a level comparable to or even surpassing human abilities. For instance, advancements in unsupervised machine learning techniques could further enhance the capabilities of NLP. 🆅🅸🆂🅸🆃 : https://lnkd.in/d3NzBDzE tgram grp : https://lnkd.in/gy93YX9 #programming #operatingsystem #systemprogramming #networking #linux #C/C++ #linux #datastructures #algorithms #sql #RDBMS #TCP #UDP #Router #loadbalancer #Coding #OOps #protocoldevelopment

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Our democracy is feudalism + Right to adult franchise. A leader can block as much fast moving traffic in Mumbai suburbs for some road show. Outcome, thousands of not millions are trapped in traffic for 5 hours. - A police officer can hit general public at its will even if he demand legitimate things -Without corruption no government work is possible. -After paying close to 40% tax on purchase of a Mid Size SUV, you can’t escape the vicious cycle of pothole roads. - You become Neta, Babu or contractor. You are set for entire life without any work and accountability. - Judicial Inconsistency is sine qua non virtue of Indian judiciary. Where jurisprudence vary as per your power and money. - Everyone looks down on other in term of social capital which derives its worth from money and muscle power. - country not able to build single city which is liveable. Fully blackpilled can’t see any hope of improvement as I am watching election discourse. 

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13 years back, I created my first REST Service, till then my world of webservices was predominantly SOAP and XML. REST simplified interoperability. Since then I have been travelling with Spring framework... Started with Spring-Core, then Spring-MVC, Spring REST, Spring AOP and then with Spring-Cloud and Microservices in the last 7+ years. Over these years, never thought of anything other than Spring for cloud-native Microservices development... but recently got induced towards Quarkus. . The framework creators call it "Supersonic Subatomic Java", and it was very very catchy and forced me to explore... Quarkus is a Java framework tailored for Kubernetes-Native and Serverless Computing for cloud. It promises faster boot time, better memory footprint, and efficiency based on Native Executable and optimizing Java specifically for containers. Key technology components surrounding #Quarkus are OpenJDK HotSpot and #GraalVM. . This is not a post to explain Quarkus, but a starter to my connections to induce them towards Quarkus and GraalVM.

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For decades, we have lived with the below saying. USA innovates, China replicate, EU regulates, India adopts or operates, It's about time we rewrite this narrative. India is ready to break free from the confines of this saying. I envision a future where India is a hub of innovation and replication. #newindia #economy #innovation

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Watched this video today by Sanskar Goyal and Jaskeerat Singh It provided valuable insights on how to approach an open-source project and gain effective learning from it 1. Select an open-source project that aligns with your tech stack. 2. Thoroughly understand the project by examining API calls, requests, and responses, and take detailed notes. 3. Use the product from a customer's perspective to identify areas for improvement. 4. Raise an issue based on your findings. 5. Connect with the project's team to discuss the issue and collaborate on a solution. 6. Review existing PRs 7. If an issue already has a PR, try to fix the issue in your own way, then compare both PRs to learn from the differences. 8.Connect with the team to understand how they approached and solved complex problems they encountered in the past while working on the project. #opensource #webdev

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🤯Cutting #ICU Mortality by 47%📉: The AI Revolution in Critical Care" 🌟 Imagine a world where cutting-edge technology saves lives every single second. That world is here and now! A Bengaluru-based AI startup is transforming ICU care, claiming to reduce mortality rates by an incredible 47%. Their groundbreaking approach tackles critical challenges in healthcare—like ICU bed shortages and a lack of trained intensivists—using AI and real-time analytics to deliver life-saving solutions. Here’s what makes this innovation a game-changer: ✅ AI-powered alerts for infections and emergencies ✅ Connecting ICUs across 200+ hospitals in 100+ cities ✅ Allowing doctors to manage 6-8x more patients with efficiency With the #healthcare AI market projected to hit $173.55 billion by 2029, this is just the beginning of how technology is rewriting the rules of critical care. 🤖 AI isn’t replacing doctors; it’s amplifying their impact, saving more lives, and reshaping healthcare. 💬 What do you think? How can AI-driven solutions like these be scaled globally to save more lives? Let’s discuss! #ICUCare #AIForHealthcare #CriticalCareInnovation #HealthcareTransformation #ArtificialIntelligence #DigitalHealth #TechForGood #Leadership #Innovation #Startups AI Artificial Intelligence Artificial Intelligence News

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An OpenAI engineer delivers more value per minute than an Infosys engineer does not do even in 70 years of work A jhola chaap Doctor can work 90 hours a week and will still not be able to treat a patient as well as a Good doctor can do in 10 minutes You can make a B.com graduate work 90 hours a week and he will still not be able to deliver as much value as a smart chartered accountant can do in an hour As a nation with completely devastated formal education system Most Indians simply do not have the skills to deliver enough value, no matter how many long hours they work Which means, if you’re a low paid employee at companies like L&T or Infosys You need to work way harder than a Google engineer to upskill and upgrade your skills and capabilities, if you ever want to be successful in life What social media debates created by rich and successful people seem to be advocating is either The importance of work life balance and mental health to people who are going to eternally suffer in poverty Or long hours to people who have no real education and skill to deliver anything of value by working long hours The need to understand nuance in anything is always missing in social media debates Therefore, if you’re going to make your career choices based on what people are saying You better be rich and privileged or perfectly fine with a mediocre career and life For everyone else, the reality is you need to invest more time in personal, professional and skill development every week 70 hours or 90 hours or 40 hours? That’s your choice If your dad is rich or your ambition is low, you should not be working anything more than 40 hours a week But if you’re not planning to remain poor forever There is no other option than to work for very long hours every week for your own sake and nto your company Which would mean taking new projects, assignments and courses in and outside your current area of work Warna L&T aur Infosys me toh work life balance aur mental health badhiya rehta hi hai. Kya hi karna hai zada paise ka ?

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Here are some strong reasons to choose 𝐏𝐥𝐚𝐲𝐰𝐫𝐢𝐠𝐡𝐭 for your 𝐞𝐧𝐝-𝐭𝐨-𝐞𝐧𝐝 𝐭𝐞𝐬𝐭𝐢𝐧𝐠 needs: ➡ Playwright offers built-in support for 𝐩𝐚𝐫𝐚𝐥𝐥𝐞𝐥 𝐭𝐞𝐬𝐭𝐢𝐧𝐠, enhancing test efficiency. ➡ It features 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐜 𝐰𝐚𝐢𝐭𝐢𝐧𝐠, reducing the need for manual wait handling. ➡ 𝐇𝐞𝐚𝐝𝐥𝐞𝐬𝐬 𝐛𝐫𝐨𝐰𝐬𝐞𝐫 𝐭𝐞𝐬𝐭𝐢𝐧𝐠 is fully supported, making it perfect for CI/CD pipelines. ➡ With its 𝐦𝐮𝐥𝐭𝐢𝐩𝐫𝐨𝐜𝐞𝐬𝐬 𝐚𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞, Playwright allows parallel execution across different browsers or within the same browser, using separate browser contexts. As Playwright leverages 𝐂𝐡𝐫𝐨𝐦𝐞 𝐃𝐞𝐯𝐓𝐨𝐨𝐥𝐬 𝐩𝐫𝐨𝐭𝐨𝐜𝐨l as compared to other testing tools, we can use 𝐝𝐞𝐯𝐢𝐜𝐞 𝐞𝐦𝐮𝐥𝐚𝐭𝐢𝐨𝐧 𝐜𝐚𝐩𝐚𝐛𝐢𝐥𝐢𝐭𝐢𝐞𝐬 that we have in browsers to stimulate 𝐝𝐢𝐟𝐟𝐞𝐫𝐞𝐧𝐭 𝐬𝐜𝐫𝐞𝐞𝐧 𝐬𝐢𝐳𝐞𝐬 𝐚𝐧𝐝 𝐮𝐬𝐞𝐫 𝐚𝐠𝐞𝐧𝐭𝐬 and see how your web page looks and take 𝐬𝐜𝐫𝐞𝐞𝐧𝐬𝐡𝐨𝐭𝐬. Please check the link in the comments to learn about the disadvantages of using Playwright by Parul Rana #Playwright #e2e #testing #react #reactjs

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Every engineering initiative must have a clear business objective - even things that are purely engineering driven. In the absence of the same we would end up building platforms that are of no use. e.g. A piece of code refactor apparently increases maintainability & one could say why should business care about maintainability. Well they should because in the absence of this time to ship features might slow down or time to fix production issues will go high. The ability to clearly communicate business objectives is crucial to engineering leadership.

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Before reading this ask yourself you can be at there place and what you would want if it happens to you? This is Aswini and Anish, two IT professionals who were returning home in Pune on May 19 when an unregistered Porsche, driving at 150 km/h in Kalyani Nagar, hit them. One of them died on the spot, and the other died during medical treatment. The driver of the car was a 17-year-old minor, allegedly returning from a club after partying with friends to celebrate their 12th-grade results. Why this is not just an accident but a murder: 1. The car was unregistered; the showroom delivered the car without registration. 2. The parents allowed a minor to drive without a license. 3. The club owner served alcohol and admitted a minor. 4. The traffic police failed to notice an unregistered, overspeeding car on the road for months. When the minor was arrested at midnight, he received VIP treatment. A local MLA came to his rescue, with a team of lawyers. While common people face delays in their cases, this minor was granted bail on a Sunday in just 14 hours. The bail condition was that he should write an essay, and his parents should ensure he doesn't repeat the same mistake. When the law is the same, why do people with privilege get treated differently? I don't know the victims, but I hope they get justice. May their families find the support and strength they need. 🙏 #justice #puneincident #itengineers #itcommunity #support #rip

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𝐇𝐨𝐰 𝐝𝐨𝐞𝐬 𝐉𝐢𝐨𝐂𝐢𝐧𝐞𝐦𝐚 𝐥𝐢𝐯𝐞 𝐬𝐭𝐫𝐞𝐚𝐦 𝐈𝐏𝐋 𝐭𝐨 20 𝐦𝐢𝐥𝐥𝐢𝐨𝐧 𝐜𝐨𝐧𝐜𝐮𝐫𝐫𝐞𝐧𝐭 𝐝𝐞𝐯𝐢𝐜𝐞𝐬?  - A very interesting discussion between Prachi Sharma and Arpit Bhayani JioCinema usually displays the current viewer count in one of the corners while streaming . As an SRE, my partial focus goes to those numbers and its fluctuations, wondering how scaling and scale down happens behind the scene. If you curious about that too, you'll gain lots of insights from this. 𝐅𝐞𝐰 𝐨𝐟 𝐭𝐡𝐞 𝐝𝐢𝐬𝐜𝐮𝐬𝐬𝐢𝐨𝐧 𝐩𝐨𝐢𝐧𝐭𝐬: o Preparations: Upcoming event SRE planning, being ready for scale-in & scale-out, understanding the system, code freeze, and identifying the breaking point of the system. etc- o Feature Flags Prioritisation & Its Turn-Off/Turn-On Strategy:  "Deliver what is a priority" (Do we really care if the chat feature is turned off in the application during the IPL final over?  I don't think so :-) o Reality Check of Cloud Autoscaling and Its Challenges:  "There are no unlimited resources, not even from cloud providers." o Jiocinema's Multi-CDN & caching strategy. o One of the ISP DNS related outages: How they implement a permanent fix for that. https://lnkd.in/gX64kNNB #AWS #Systemdesign #Devops #SRE

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Many a times while coding for automation or application source, we want to skip few steps and directly get into writing the most optimised code. Although the intention is good here it tends to put a lot of undue cognitive workload on your mind at once. It is always better to start small and then improvise. It is lighter on your head. To implement a method, first get it working, then worry about input validations, exception handling, logging, generalization etc. This tip has helped me tremendously to code faster This is not TDD. I like to simply put it as below. 1. Write code assuming everything in the world would go right. Then 2. Rewrite the code assuming everything in the world would go wrong. #testing #automation #softwareengineering

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Transform from Self-serve to Conversational Insights The promise of self serve BI to equip business users to create their own dashboards and derive insights without any ‘technical’ knowledge has delivered the promise, but only in pockets. When the data landscape is not too complex or when the information needed was in simple in nature, self-serve BI was indeed very handy. The foodie in me compares Self-Serve with a Salad Bar, much needed, healthy but addresses simple needs and cant address deep cravings. Because of the above said pre-requisites, self-serve dashboards still couldn’t do away with the dependency on the technical teams. BI analysts had to get the data organized in a presentable way. Think of it more like a fine dining service. Extremely good, expensive would take time still. Now GenAI has given us an opening elevate the self-serve to next level, “Conversational Insights”. Allowing business users to interact with data in natural language so no analysts with niche skill are needed to bridge the gap. Our GenAI powered AiDE Analytics, enables business users to interact with enterprise data in a conversational way. From getting trends, to plotting information, from answering questions from the data to creating comprehensive dashboards. It also allows the “BI Analysts” to be more effective as the underlying powerful semantic layer does the heavy lifting needed at the data layer. This is like a grand buffet where everything is cooked to perfection, numerous choices and you can pick choose what you want, and the food will still be served at your table. AiDE Analytics also a visualisation platform that is cost effective, highly scalable and can be a tenant on your private cloud that addresses data security concerns. AiDE analytics not only improved speed to information across our client landscape, it also helped clients unravel and integrate their complex data landscape. At Inspire, our annual flagship event held at Vegas and London, the showcase of AiDE Analytics grasped special attention from the COOs, and CTO orgs alike. And the customers who were already using our AiDE Analytics suite of products were more than happy to share their success stories and transformative nature of the tool with others. There is a place and time for both the Buffet (Conversational Insights) and the fine dining (BI Analysts built dashboard). And the Buffet we serve, comes at the price of the salad bar, so what are you waiting for? Just dig in! To know more about AiDE Analytics and how conversational insights can truly democratise the data in your enterprise, please visit https://www.valuelabs.com

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A hands-on engineering manager is like caffeine for productivity—they jump in, get their hands dirty 🛠️, and suddenly, the whole team is buzzing with energy ⚡️ and getting things done ✅. Whereas, An engineering manager without hands-on experience is like a 'controlled chaos'—an oxymoron that sounds intriguing 🤔 but rarely leads to anything good 🚫. Well, how can there be an EM without tackling core engineering problems 🤔 ?

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Shift left all the things: FinOPS All programmers want a fast feedback loop, same with FinOPS. A company at https://www.infracost.io/ provides a way to see the infra cost right in your editor and see the changes live! Look at that: https://lnkd.in/eDh8b8ts

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In today’s competitive market, why "Specialization" is the biggest asset in your tech career! Companies are now seeking experts in specific areas, so it is essential to go beyond general engg skills. How can you do that? 🔑 Focus on a domain you are passionate about - whether it’s Cloud, AI/ML, Data, and more. Here is why specialization matters: ➡️ Deep expertise stands out - Being skilled in coding, system design, or DSA makes you valuable, but expertise in a specific domain. It will make you stand apart. - A cloud engineer designing scalable, cost-effective solutions using AWS or Azure is always in demand. - A machine learning engineer who can fine-tune models for real-time recommendations in e-commerce. - An iOS Developer with expertise in Swift, creating high-performing mobile apps for startups. ➡️ Become the go-to expert in your field - Specialization makes you indispensable. - An AI engineer known for delivering AI-driven solutions for solving critical challenges. - A Frontend Engineer who’s an expert in React and delivers seamless user interfaces. - A data scientist who uncovers trends and drives decisions by analyzing millions of rows of sales data. ➡️ Differentiate yourself - Specialization helps you shine in a crowded job market & gives you an EDGE over other engineers. An HM looking for a specialist is more likely to choose someone with focused expertise over a generalist. - An AI engineer who designs chatbots or predictive models, helping industries embrace AI-driven solutions. - A cybersecurity specialist with certifications like CISSP or CEH, protecting organizations from evolving threats. - A blockchain developer expert in smart contracts attracts employers in fintech and Web3. Both generalist & specialist roles are available, so keep an eye out for those that match your skills and align with your specialization, ensuring you don't miss out on valuable opportunities. Here’s how you can join Everyone Who Codes (EWC): ✅ Like & engage on this post to show your interest ✅ Join our newsletter ✅ Become an EWC member Everyone Who Codes (EWC) has a simple mission: to guide engineers to find a job! New roles are added daily. https://lnkd.in/geY2kVks - If you are an engineer seeking real job opportunities and want to be a part of a strong tech community, become an EWC member! Our vision is to support engineers worldwide by providing: - Resume review & high-quality resources - Expert career guidance from expert engineering leaders - Direct access to real job opportunities These resources, which I am giving back, typically cost over $500 & are completely free for EWC members now. - We have already started showing progress and made an impact with candidates getting offers in this difficult market. #softwareengineer #softwaredeveloper #engineering ______________________________________________________________________________ 🙋‍♀️ I am Lakshmi Marikumar, founder of Everyone Who Codes (EWC), I guide engineers!

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