Ganesh Jagadeesan’s Post

👩🎓𝐌𝐚𝐬𝐭𝐞𝐫𝐢𝐧𝐠 𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈: 𝐀 𝐆𝐚𝐦𝐞-𝐂𝐡𝐚𝐧𝐠𝐞𝐫 𝐟𝐨𝐫 𝐁𝐮𝐢𝐥𝐝𝐢𝐧𝐠 𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧-𝐐𝐮𝐚𝐥𝐢𝐭𝐲 𝐀𝐈 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬🚀 🔍 𝐊𝐞𝐲 𝐓𝐚𝐤𝐞𝐚𝐰𝐚𝐲𝐬: ➡️ 𝐅𝐨𝐮𝐧𝐝𝐚𝐭𝐢𝐨𝐧 𝐌𝐨𝐝𝐞𝐥𝐬: A critical starting point for deploying high-quality GenAI applications. Learn how Databricks’ DBRX sets a new standard in open-source LLMs. ➡️ 𝐏𝐫𝐨𝐦𝐩𝐭 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐢𝐧𝐠: Discover the power of automated analysis and real-time data to elevate your AI’s response quality. ➡️ 𝐅𝐢𝐧𝐞-𝐓𝐮𝐧𝐢𝐧𝐠 𝐓𝐞𝐜𝐡𝐧𝐢𝐪𝐮𝐞𝐬: Get insights into creating custom AI models tailored to your specific needs, leveraging tools like LoRA. ➡️ 𝐏𝐫𝐞𝐭𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐄𝐯𝐚𝐥𝐮𝐚𝐭𝐢𝐨𝐧: Understand when and how to train your own models from scratch, and how to measure their effectiveness in real-world applications. 🎯 𝐖𝐡𝐲 𝐈𝐭 𝐌𝐚𝐭𝐭𝐞𝐫𝐬: ➡️Generative AI is revolutionizing business operations, but achieving production quality requires the right tools and expertise. This guide is your roadmap to mastering GenAI, from foundational models to advanced deployment strategies. 📈 𝐀𝐜𝐭𝐢𝐨𝐧𝐚𝐛𝐥𝐞 𝐒𝐭𝐞𝐩𝐬: ➡️Invest in your data infrastructure to support GenAI-powered applications. ➡️Focus on retrieval-augmented generation (RAG) to enhance AI output quality. ➡️Consider pretraining your own models for more control and cost-effectiveness. 💡 𝐂𝐫𝐞𝐝𝐢𝐭𝐬: This summary is based on insights from the document “Mastering GenAI: A Guide to Production-Quality GEN AI Apps”. By Databricks #GenerativeAI #AI #MachineLearning #DataScience #TechInnovation #AIApplications #LinkedInLearning

🚀 Harnessing the Power of AI in Data Analytics📊 In today’s data-driven world, the integration of Artificial Intelligence (AI) into data analytics is transforming how organizations extract insights and make decisions. Here’s how AI is reshaping the landscape of data analytics: 🔍 Enhanced Insights AI algorithms excel at uncovering complex patterns and correlations within vast datasets that traditional methods might miss. This capability allows businesses to make informed, data-driven decisions. ⏱️ Speed and Efficiency AI can process and analyze massive amounts of data in a fraction of the time it would take a human analyst. This not only increases productivity but also enhances accuracy by minimizing human biases and errors. 📈 Predictive Analytics With advanced machine learning techniques, AI can anticipate outcomes by identifying trends and anomalies. Organizations can leverage these insights to forecast customer behavior, market shifts, and potential risks. 🤖 Automation of Repetitive Tasks By automating routine data processing tasks, AI frees up valuable time for analysts to focus on strategic initiatives and creative problem-solving. 🔒 Improved Data Management AI simplifies data organization, storage, and retrieval, ensuring that analysts can easily access relevant information when needed. However, the journey to implementing AI in data analytics is not without challenges. Organizations must address issues such as data quality, ethical considerations, and the need for skilled professionals in this rapidly evolving field. As we embrace AI-driven analytics, we unlock new possibilities for innovation and growth. Let’s continue to explore how these technologies can drive our businesses forward! #DataAnalytics #ArtificialIntelligence #MachineLearning #BusinessIntelligence #PredictiveAnalytics #Innovation

Over 30,000 .ai domains are registered each month. The market is 𝗼𝘃𝗲𝗿𝗳𝗹𝗼𝘄𝗶𝗻𝗴. As AI continues to reshape industries, the backbone of this revolution increasingly depends on the caliber of data we feed into our systems. Recent market maps reveal a surge in specialized tools, each designed to refine aspects of data acquisition and analysis. A standout trend? The critical emphasis on data quality. The better the data input, the more insightful the AI output. At Nimble we're deeply engaged in this dynamic. We specialize in transforming chaotic web data into pristine, structured formats that fuel various downstream applications. Whether it’s for training more intelligent AI models or for sophisticated analytics, quality data is the foundation. Nimble's AI-powered data structuring technology complements other tools in the data ecosystem. By refining raw data into actionable insights, we bridge the gap between data collection and advanced analytical tools, boosting the efficiency and reliability of data processes. Interested in elevating your data pipeline? Explore how Nimble can integrate into and enhance your systems. https://lnkd.in/eGgzKMxW #AI #DataScience #MachineLearning #BigData #TechInnovation #ArtificialIntelligence

🚀 Thought-provoking read on the future of Data-As-A-Product in bringing to life the AI-Driven Cognitive Era 🧠 fuelled by precision data from R "Ray" Wang and the team at Constellation Research, Inc. 🌌 Businesses who led the way in digital transformation built a foundation to take advantage of AI. 🚀 In 2023, enterprises rushed to AI for an exponential advantage. Unfortunately, many organisations realised they did not have enough data to achieve precision decisions. 🔬 🕵♀️ They predict that in the coming year 91% of companies will determine they do not have enough data to achieve a level of precision their stakeholders will trust. 🤝 🤔 🕳 Without enough precision data, AI cannot be trusted. Hallucinations in generative AI lend well for creativity but become dangerous when users expect precision and trust. As skepticism grows of AI, mistrust will increase. 🤖💭 🤦♀️ Trust and transparency requires constant training and a voracious appetite for increasing amounts of data. Yet, data half-life makes much of your data worthless in seconds. ⏳ 🏃♀️ The battle for more data and increasing number of signals requires data mastery. Data mastery results in not only better AI use cases, but also a new class of organisations - or data collectives - known as Data, Inc. companies. 💡📊 Check out the 5 types of Data, Inc in the full article below 👇 The quest for more data sources will result in the “dark ages” of publicly available data. Most entities will not want their data to be publicly available for ingestion by other AI models. Hence, high-quality public data will be scarce in the future and precision data worth its weight in gold. 🌍🔐 #DataAsAProduct #DataMastery #TrustedAI #GenerativeAI #FutureOfData #DataStrategy #CDOA #DataInsights #DataPlatforms https://lnkd.in/gsCm6ekn

𝗖𝘂𝗿𝗶𝗼𝘂𝘀 𝗔𝗯𝗼𝘂𝘁 𝘁𝗵𝗲 𝗙𝘂𝘁𝘂𝗿𝗲 𝗼𝗳 𝗔𝗜 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁? 𝗖𝗵𝗼𝗼𝘀𝗲 𝗟𝗹𝗮𝗺𝗮, 𝗠𝗶𝘀𝘁𝗿𝗮𝗹, 𝗼𝗿 𝗚𝗲𝗺𝗺𝗮 𝗳𝗼𝗿 𝗬𝗼𝘂𝗿 𝗔𝗜 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀! . . . The distinction between open-source and closed-source AI models is becoming increasingly blurred. If you’ve been hesitant to dive into open-source AI, now is the time to rethink your stance. 𝗪𝗵𝘆 𝗢𝗽𝗲𝗻-𝗦𝗼𝘂𝗿𝗰𝗲 𝗔𝗜 𝗠𝗼𝗱𝗲𝗹𝘀 𝗮𝗿𝗲 𝘁𝗵𝗲 𝗙𝘂𝘁𝘂𝗿𝗲 ➡️ 𝗣𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲 𝗠𝗲𝘁𝗿𝗶𝗰𝘀 𝗟𝗹𝗮𝗺𝗮: Achieves state-of-the-art results with minimal computational resources. 𝗠𝗶𝘀𝘁𝗿𝗮𝗹: Known for its robustness and ease of integration into existing systems. 𝗚𝗲𝗺𝗺𝗮: Offers exceptional scalability, making it ideal for large-scale deployments. ➡️ 𝗘𝗰𝗼𝗻𝗼𝗺𝗶𝗰 𝗜𝗺𝗽𝗮𝗰𝘁 𝗥𝗲𝗱𝘂𝗰𝗲𝗱 𝗖𝗼𝘀𝘁𝘀: Companies report saving up to 60% on AI development costs when using open-source models. 𝗜𝗺𝗽𝗿𝗼𝘃𝗲𝗱 𝗥𝗢𝗜: Faster development cycles lead to quicker market entry and higher returns on investment. Embrace the change and start building with Llama, Mistral, or Gemma today. 💬 𝗖𝘂𝗿𝗶𝗼𝘂𝘀 𝗮𝗯𝗼𝘂𝘁 𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗻𝗴 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗺𝗼𝗱𝗲𝗹𝘀 𝗶𝗻𝘁𝗼 𝘆𝗼𝘂𝗿 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀? 𝗟𝗲𝘁'𝘀 𝗰𝗼𝗻𝗻𝗲𝗰𝘁 𝗮𝗻𝗱 𝗱𝗶𝘀𝗰𝘂𝘀𝘀 𝗵𝗼𝘄 𝗟𝗹𝗮𝗺𝗮, 𝗠𝗶𝘀𝘁𝗿𝗮𝗹, 𝗼𝗿 𝗚𝗲𝗺𝗺𝗮 𝗰𝗮𝗻 𝗲𝗹𝗲𝘃𝗮𝘁𝗲 𝘆𝗼𝘂𝗿 𝗔𝗜 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝘆. 𝗣.𝗦. For more information and insights, contact us https://lnkd.in/dT6xaKqn and visit our website https://techling.ai/ #OpenSourceAI #AIInnovation #TechLeadership #FutureOfAI #AICommunity

Retrieval-augmented generation (RAG) is an advanced approach in AI that enhances generative models by integrating them with a retrieval mechanism. This combination enables AI systems to generate more accurate, context-aware responses by fetching relevant information from external data sources in real time. Given my experience with data-driven business transformation and AI, I see RAG as a game-changer for enterprises seeking to unlock the full potential of their data. By leveraging RAG, organizations can improve decision-making and operational efficiency by delivering more precise insights. It’s particularly valuable for companies with vast, dynamic information landscapes where traditional models may struggle to stay current. This approach aligns well with my background in driving technology strategy across high-growth companies, as RAG empowers teams to deliver solutions that are not only scalable but also contextually intelligent, providing a competitive edge in data utilization. As AI evolves, integrating retrieval mechanisms into generative processes will be critical for businesses that want to stay ahead. This will ensure that their AI capabilities are not only cutting-edge but also grounded in the most relevant data. For private equity firms, Retrieval-augmented Generation (RAG) can be a powerful tool for value creation across their portfolio. By leveraging RAG to enhance data analytics and insights, PE firms can drive operational improvements, optimize decision-making, and uncover growth opportunities. It allows portfolio companies to tap into vast amounts of unstructured data, making it possible to rapidly assess market conditions, customer needs, and competitive dynamics. This actionable intelligence helps accelerate transformation initiatives, reduce risk in due diligence processes, and enable more informed exit strategies, ultimately leading to higher returns on investment. For a PE firm focused on maximizing portfolio value, RAG offers a strategic advantage in turning data into actionable outcomes. #AIInnovation #DataDriven #MachineLearning #TechStrategy #ValueCreation

👉 Defining actionable insights from Data is a complex puzzle to solve, as data poses many paradoxes. 👉 In this book titled 'MASTERING THE DATA PARADOX: THE KEY TO WINNING IN THE AI AGE,' Nitin Seth delivers a comprehensive guide for professionals navigating the intricacies of data in today's digital landscape. Drawing on his extensive experience in digital, data, and AI, Nitin offers practical solutions and frameworks to unlock the transformative potential of data. Whether you're a seasoned executive or a budding entrepreneur, this book is an indispensable resource for understanding the crucial role of data in driving success in the AI age. Get your copy now and embark on the journey to mastering the data paradox!" 👉 Order Here: https://lnkd.in/dF2tQNeh 👉 Know More: https://lnkd.in/dX47zdeh About Author: Nitin Seth is a global leader, entrepreneur, best-selling author and speaker, is the co-founder and CEO of Incedo Inc., a thriving technology services firm. #MasteringTheDataParadox #Data #AI #DigitalTransformation -------------------------------------------------- Stay Ahead of the Tech Curve! Subscribe to my newsletter and receive the latest news, insights, and trends in AI, Edge Computing, Industry 4.0, and IIOT.    🔴 Subscribe ➤ https://lnkd.in/dyE6phT3

👉 Defining actionable insights from Data is a complex puzzle to solve, as data poses many paradoxes. 👉 In this book titled 'MASTERING THE DATA PARADOX: THE KEY TO WINNING IN THE AI AGE,' Nitin Seth delivers a comprehensive guide for professionals navigating the intricacies of data in today's digital landscape. Drawing on his extensive experience in digital, data, and AI, Nitin offers practical solutions and frameworks to unlock the transformative potential of data. Whether you're a seasoned executive or a budding entrepreneur, this book is an indispensable resource for understanding the crucial role of data in driving success in the AI age. Get your copy now and embark on the journey to mastering the data paradox!" 👉 Order Here: https://lnkd.in/dF2tQNeh 👉 Know More: https://lnkd.in/dX47zdeh About Author: Nitin Seth is a global leader, entrepreneur, best-selling author and speaker, is the co-founder and CEO of Incedo Inc., a thriving technology services firm. #MasteringTheDataParadox #Data #AI #DigitalTransformation -------------------------------------------------- Stay Ahead of the Tech Curve! Subscribe to my newsletter and receive the latest news, insights, and trends in AI, Edge Computing, Industry 4.0, and IIOT.    🔴 Subscribe ➤ https://lnkd.in/dyE6phT3

🔮 The Future of Predictive Analytics: How AI is Changing the Game!Imagine being able to anticipate market shifts, foresee demand, or optimize resources — all with pinpoint accuracy. That’s where AI-driven predictive analytics is taking us.🌟 Imagine a world where decisions are not just data-driven, but data-empowered.📊 What’s New with AI in Predictive Models?- Enhanced Accuracy: AI’s learning models correct and improve predictions, delivering precision you can rely on.- Real-Time Insights: AI doesn’t just analyze data; it does it instantly, keeping your business one step ahead.- Scalability: With AI, no dataset is too vast. Whether you're a startup or enterprise, AI scales with you. With AI in predictive analytics, the future isn’t just anticipated — it’s crafted. Are you ready to reshape your strategy and harness the full potential of AI-driven decisions?💡 Curious about transforming your analytics strategy? Hit that follow button for more cutting-edge insights and the latest trends in AI-driven analytics! Follow the link for more: https://lnkd.in/eTRqq9N3

👉 Defining actionable insights from Data is a complex puzzle to solve, as data poses many paradoxes. 👉 In this book titled 'MASTERING THE DATA PARADOX: THE KEY TO WINNING IN THE AI AGE,' Nitin Seth delivers a comprehensive guide for professionals navigating the intricacies of data in today's digital landscape. Drawing on his extensive experience in digital, data, and AI, Nitin offers practical solutions and frameworks to unlock the transformative potential of data. Whether you're a seasoned executive or a budding entrepreneur, this book is an indispensable resource for understanding the crucial role of data in driving success in the AI age. Get your copy now and embark on the journey to mastering the data paradox!" 👉 Order Here: https://lnkd.in/dF2tQNeh 👉 Know More: https://lnkd.in/dX47zdeh About Author: Nitin Seth is a global leader, entrepreneur, best-selling author and speaker, is the co-founder and CEO of Incedo Inc., a thriving technology services firm. #MasteringTheDataParadox #Data #AI #DigitalTransformation -------------------------------------------------- Stay Ahead of the Tech Curve! Subscribe to my newsletter and receive the latest news, insights, and trends in AI, Edge Computing, Industry 4.0, and IIOT.    🔴 Subscribe ➤ https://lnkd.in/dyE6phT3