💡 In the previous post we discussed how monitoring tools can identify ML model degradation. Now, in the 7th post of the #AI #ML for #PropTech series, we'll explore the strategies that can be used to update and refine models over time to maintain model accuracy. According to HiPer it! AI expert Pavel Filonov, choosing the right strategy or combination of strategies is both an art and a science. Here are the suggestions: ✔ Adapt to evolving data Continuously and incrementally update your model with new data to capture changing patterns and trends. This should be done when your factory starts producing a new product line, or when your office building's HVAC controls receive a software update, or in any other case that can cause concept drift. ✔ Address new requirements Regularly optimise hyper-parameters to improve model performance. ✔ Implement feedback loops Implement real-time monitoring of ML model metrics and feedback mechanisms to quickly identify and address problems. ✔ Implement product lifecycle management Like any other piece of software, the ML model needs to perform a standard set of PLM actions such as third-party software updates, version control and management, documentation updates, ongoing maintenance by your MLOps team. By integrating these and other strategies, you can ensure that your ML models remain effective, accurate and aligned with evolving business needs. #MachineLearning #AI #DataScience #ModelRefinement #ContinuousLearning #DataDriven #AIInnovation #MLOps #ModelOptimization #PropTech
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Welcome to EAC Technologies on LinkedIn! 🌟 As we embark on this digital journey, we’re thrilled to introduce you to a company that’s not just a part of the AI revolution but is actively shaping it. EAC Technologies is dedicated to harnessing the power of AI-driven software to transform well log data management and beyond. Our Strategy: Leveraging Machine Learning and Deep Learning models, we’re automating interpretation, digitization, and management of well log data with unprecedented accuracy and efficiency. Our Benefits: With EAC Technologies, expect a significant boost in operational efficacy, a reduction in manual errors, and a streamlined process that propels your business forward. Our Vision: To be the global beacon of AI innovation, driving the future of data management and setting new standards for technological excellence. Our Mission: To empower businesses with AI solutions that redefine efficiency, enhance decision-making, and unlock the full potential of their data. From data collection to feature engineering, from standardization to semantic segmentation, our comprehensive suite of tools is designed to meet the diverse needs of our clients. We’re not just integrating AI tools; we’re integrating a future-proof philosophy that embraces continuous improvement and expert-driven enhancements. Join us on this exciting journey. Follow our page for insights, updates, and stories of how EAC Technologies is making a difference in the world of AI. #EACTechnologies #AIInnovation #DataManagement #MachineLearning #DeepLearning #BusinessTransformation
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One of the most exciting trends in tech right now is the integration of AI into product management, data analysis, and virtual assistance. AI tools are revolutionising customer feedback analysis, roadmapping, and prioritisation in product management, resulting in more data-driven and effective procedures. In data analysis, the ability to harness big data through advanced analytics and machine learning models is providing deeper insights, empowering decision-making. AI-powered virtual assistants are transforming administrative tasks, automating tedious workflows, and increasing productivity, according to a VA in training. These trends make tech roles more dynamic than ever before by emphasising efficiency, personalisation, and more intelligent decision-making. #thoughtleader #tech #betechified #betechifiedbootcamp #trends #productmanagement #productmanager
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According to a new study, AI-powered automation is set to eliminate 85 million jobs globally by 2024. But the news isn't all bad - the same report forecasts AI will create 97 million new roles, transforming business operations and boosting productivity. This seismic shift is already underway, with AI automating time-consuming tasks like data processing, report generation, and document management. While some may fear AI, the reality is that it's a powerful productivity tool when used correctly. That's where Docspark comes in. As an AI-powered document and workflow automation platform, Docspark helps businesses streamline repetitive, high-volume processes. By automatically extracting key data, generating documents, and routing workflows, Docspark frees up staff to focus on higher-value work. The productivity gains are significant - Docspark customers report saving 20+ hours per week on average. That kind of time savings adds up fast, improving output and freeing up budgets to invest in growth. Keen to leverage AI to boost your business efficiency in 2024? Here are three tips: 1. Identify repetitive, document-heavy workflows that are ripe for automation 2. Evaluate AI tools like Docspark that can streamline those processes 3. Start small with a high-impact use case and scale from there #AI #docspark #Automation #BusinessEfficiency #2024AITrends Ready to see how AI can transform your organization's productivity? Try Docspark today at docspark.io.
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AI is Redefining Automation—Are You Ready to Leverage Its Power? AI isn’t just a buzzword—it’s here to revolutionize how we automate. Whether you’re already leveraging automation in your workflows or just getting started, it’s time to start thinking about how AI can amplify your business processes. Automation has been a game changer in optimizing workflows, but with the integration of AI, we’re now stepping into an entirely new era. AI brings not only speed but intelligence into the automation space. Whether it’s automating repetitive tasks or predicting complex outcomes, AI is setting new standards for business efficiency. 🔍 What is AI in Automation? Automation has historically focused on rule-based tasks—taking human input and repeating it in workflows. AI, on the other hand, adds layers of intelligence, enabling us to automate tasks that require decision-making, prediction, and adaptation to new data. Imagine automating a customer inquiry based on not just keywords but full contextual understanding—this is the future we’re building! 🚀 Why Power Automate + AI? Microsoft Power Automate takes automation to the next level by integrating AI Builder, allowing users to introduce AI-driven models into automated workflows. This is more than just basic task automation; we’re talking about intelligent bots that can assess, predict, and improve processes as they learn. One of the most exciting features of Power Automate is AI Builder, which allows you to bring pre-built AI models like form processing, object detection, and text classification directly into your workflows. You don’t need to be a data scientist to leverage AI—anyone can start automating smarter with drag-and-drop AI features. 💡 Key Benefits of AI-Driven Automation: Increased Efficiency: AI optimizes workflows, speeding up time-consuming tasks. Enhanced Decision Making: AI models provide predictive insights that allow for better decision-making at every step. Cost Savings: Automation reduces manual effort, and AI improves accuracy, leading to fewer costly mistakes. 🧠 How Does This Apply to You? Whether you’re managing customer interactions, handling internal data, or streamlining operational workflows, AI-enhanced automation can provide unmatched precision and efficiency. Power Automate's built-in AI Builder can help automate document processing, sentiment analysis, and even more advanced tasks without requiring deep technical expertise. How are you integrating AI into your automation processes today? Let’s discuss the opportunities! #AI #Automation #PowerAutomate #RPA #IntelligentAutomation #ArtificialIntelligence
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𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻 𝗶𝗻 𝘁𝗵𝗲 𝗠𝗮𝗻𝘂𝗳𝗮𝗰𝘁𝘂𝗿𝗶𝗻𝗴 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆 𝘄𝗶𝘁𝗵 𝗖𝗼𝗽𝗶𝗹𝗼𝘁 𝗔𝗜 𝗼𝗻 𝘁𝗵𝗲 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗣𝗼𝘄𝗲𝗿 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺 Advanced technology has been adopted to increase efficiency and productivity in the manufacturing sector. With Copilot AI in Power Platform, inventory management processes can be automated, reducing human error and enabling better decision-making based on real-time data. Discover More >>> https://lnkd.in/gcUt2vDB 𝗣𝗲𝗿𝗰𝗲𝗶𝘃𝗲𝗱 𝗕𝗲𝗻𝗲𝗳𝗶𝘁𝘀: ⦿ Workflow automation that saves time and effort. ⦿ More accurate and efficient inventory management. ⦿ Data analysis that helps in planning future needs. ⦿ More precise demand predictions to optimize production. With Copilot on the Power Platform, this software solution will help you in the manufacturing industry become increasingly sophisticated and ready to face future challenges and continue to provide the best for customers. #DigitalTransformation #WCS #MicrosoftPartner #Manufacturing #AI #PowerPlatform #Efficiency #PowerApps #Innovation #TechInManufacturing
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Supercharge you custom Copilot creation with Component Collections! This innovative tool is designed to streamline your AI development process, making it easier to create, manage, and deploy reusable components across multiple projects. Component Collections allow you to group various copilot components—such as topics, knowledge, actions, and entities—into a single, reusable package. This means you can maintain consistency and save time by reusing these components across different copilots within your environment. There are no need to recreate components for each new project. Simply create a collection once and use it across multiple copilots. Seamless Export and Import: Easily export your component collections as part of a solution and import them into other environments. This is perfect for managing different stages of development, from testing to production. Manage all your component collections from a single location, simplifying updates and maintenance. Enhanced Collaboration: While only specific users can edit collections, all copilot authors in your environment can see and use them, promoting teamwork and consistency. In today’s fast-paced tech landscape, efficiency and collaboration are key. Component Collections empower teams to build scalable and maintainable AI solutions quickly. By leveraging reusable components, you can focus more on innovation and less on repetitive tasks. https://lnkd.in/eMQnfC4i #CopilotStudio #AI #Microsoft #M365
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After months of discovery, definition, and design, your AI-powered solution is ready to move from ideas to execution. The vision is clear, the roadmap is set, and now it’s time to bring your innovation to life. Welcome to the Development Phase—the stage where ideas are translated into tangible solutions and where the promise of AI takes its first real steps toward delivering measurable impact. From a technical standpoint, this is where AI implementation becomes crucial. Teams must integrate machine learning models trained on historical and real-time data while designing workflows that balance automation with human oversight. Will the AI pipeline scale as the data volume grows? How do predictive models handle incomplete or delayed data? Addressing these challenges during Development ensures your system is robust, adaptable, and resilient under pressure. Beyond the code, rigorous testing is essential. Unit testing verifies individual components, while integration testing ensures the entire system works cohesively. For AI-specific solutions, real-world simulations and stress tests are critical to validate predictive accuracy and responsiveness. User acceptance testing (UAT) provides the final litmus test: does the interface enable logistics managers to reroute inventory quickly when disruption alerts are triggered? Finally, don’t overlook documentation—the unsung hero of long-term success. Clear and accessible documentation ensures that your AI platform remains maintainable, scalable, and ready for iterative growth as your business evolves. Think of it as an investment in future-proofing your innovation. The Development Phase isn’t just about writing code; it’s about creating systems that inspire trust, deliver seamless experiences, and build a foundation for transformative outcomes. By the end of this phase, you’re not just launching a product—you’re setting the stage for lasting innovation. What’s your experience with the Development Phase of AI implementation? Share your thoughts, lessons, or questions below! #DevelopmentPhase #AIInnovation #5DMethodology #DigitalTransformation #SparxWorks #AIdevelopment
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🎯Customization at Scale Generative AI is transforming the way enterprise software products are tailored to customer needs. By analyzing extensive datasets, AI can suggest product customizations and enhancements that are likely to succeed, predicting market demand before any coding begins. This insight enables product teams to create fine-tuned software solutions that resonate with end-users, providing them with exactly what they need, when they need it. However, preparing for this change is key. It will alter your work processes and your team's dynamics. You must adapt your thinking to new possibilities, reconsider your approach to data, and its uses. This shift may cause confusion within your teams, so ensure you have effective communication in place and provide room for exploration and adaptation to new work methods. #GenerativeAI #ProductLeadership #EnterpriseSoftware #Innovation
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𝐓𝐡𝐞 𝐅𝐮𝐭𝐮𝐫𝐞 𝐢𝐬 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐭: How AI & Automation Can Help Your Business Thrive Alphatrods is dedicated to empowering businesses to reach their full potential through innovative solutions. We believe Artificial Intelligence (AI) and Digital Process Automation (DPA) are key technologies poised to transform our clients' businesses in the coming years. 𝐇𝐞𝐫𝐞'𝐬 𝐡𝐨𝐰 𝐀𝐈 𝐚𝐧𝐝 𝐃𝐏𝐀 𝐜𝐚𝐧 𝐛𝐞𝐧𝐞𝐟𝐢𝐭 𝐲𝐨𝐮𝐫 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬: Boost Efficiency: Automate repetitive tasks and free up your team to focus on higher-value activities. Make Smarter Decisions: Gain valuable insights from your data and identify patterns that lead to better decision-making. Unlock New Opportunities: Develop innovative products and services that meet your customers' evolving needs. 𝐀𝐥𝐩𝐡𝐚𝐭𝐫𝐨𝐝𝐬 𝐨𝐟𝐟𝐞𝐫𝐬 𝐚 𝐜𝐨𝐦𝐩𝐫𝐞𝐡𝐞𝐧𝐬𝐢𝐯𝐞 𝐬𝐮𝐢𝐭𝐞 𝐨𝐟 𝐀𝐈 𝐚𝐧𝐝 𝐃𝐏𝐀 𝐬𝐞𝐫𝐯𝐢𝐜𝐞𝐬, 𝐢𝐧𝐜𝐥𝐮𝐝𝐢𝐧𝐠: Robotic Process Automation: Automate repetitive manual tasks for increased efficiency and accuracy. Machine Learning: Uncover hidden patterns and predict future trends through data analysis. We're confident AI and DPA will empower your business to achieve: 👍 Increased Productivity 👍Reduced Costs 👍Enhanced Customer Satisfaction 👍Sharpened Competitive Edge Ready to unlock the potential of AI and DPA for your business? Contact Alphatrods for more information! Contact: Michael Ellegaard Nielsen #ai #dpa #future #rpa #digitalautomation
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Boost Your AI Strategy with #AutoML and Automated Feature Engineering Are you looking to transform your #artificialintelligence strategy? Look no further than AutoML and automated feature #engineering. Here’s how these cutting-edge technologies can revolutionize your AI approach: 🚀 Automate and Streamline Processes: AutoML and automated feature engineering simplify and accelerate model development, saving valuable time and resources. 🎯 Enhance Performance and Accuracy: Achieve higher performance and accuracy in your AI models with advanced automation techniques that optimize every step of the process. 🧠 Reduce Dependency on Specialized Expertise: Minimize the need for specialized data science skills, making AI accessible to a broader range of professionals within your organization. ⏱️ Speed Up Time-to-Market: Quickly develop and deploy AI solutions, reducing the time it takes to bring innovative products and services to market. 🔄 Increase Scalability and Repeatability: Establish repeatable and scalable AI workflows that ensure consistent and reliable results across various projects. Transform your AI strategy and stay ahead in the competitive landscape by leveraging the power of AutoML and automated feature engineering. Embrace the future of AI today! #ArtificialIntelligence #AutoML #FeatureEngineering #AIInnovation #TechTrends #DataScience #MachineLearning #Automation #FutureOfAI #TheDevMasters
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