Welcome to *AI with Shaily*! 🎙️ Hosted by Shailendra Kumar, also known as Shaily, this engaging podcast dives deep into the latest advancements in artificial intelligence. In this episode, Shaily explores the transformative rise of edge computing in data science, projected to make a major impact by 2026. 🚀

Shaily begins by reminiscing about the early days of AI, when data had to be sent to distant cloud servers, causing frustrating delays and making real-time responses seem like a distant dream. Fast forward to today, and there's a groundbreaking shift: AI workloads are moving from centralized cloud systems to the "edge" — meaning the very devices where data originates. These devices, often equipped with powerful AI chips like NVIDIA Jetson, enable lightning-fast decision-making, reduce bandwidth costs, and open up new innovation possibilities across industries such as smart manufacturing and retail. ⚡📱🏭

But the edge isn't just about small devices. Edge data centers and micro data centers are now appearing everywhere — from hospitals to retail outlets to smart cities — acting like mini supercomputers right in local neighborhoods. When combined with hybrid and distributed architectures that blend cloud, edge, and on-premises resources, IT professionals are orchestrating a complex yet dynamic system that optimizes workflows efficiently. 🏥🏬🏙️💻

One of the most exciting benefits Shaily highlights is the power of real-time analytics enabled by edge computing. Industries like healthcare and autonomous vehicles gain immediate insights from IoT sensors, allowing for split-second, potentially lifesaving decisions. Plus, edge AI supports sustainable innovations such as smarter irrigation in agriculture, which conserves water and boosts crop yields through localized, energy-efficient AI models. 🌱🚗💧

For data scientists like Shaily — and listeners who are data enthusiasts — this shift is a game-changer. Instead of transferring massive raw datasets over networks, data processing happens closer to the source, speeding up analysis, reducing resource consumption, and enhancing responsiveness. Edge computing isn’t just a technical upgrade; it’s reshaping how data science is practiced by combining agility with efficiency. 📊⚙️

Shaily poses an important question for reflection: As data becomes king, how do we balance the incredible power of edge computing with the privacy and security challenges that come with decentralizing so much information? This is an ongoing conversation that’s crucial to follow. 🔐🤔

Before signing off, Shaily offers a bonus tip for AI practitioners: start exploring TinyML frameworks and edge-compatible hardware early. Hands-on experience with edge AI tools will prepare you for the widespread hybrid architectures that will dominate the near future. 🛠️🤖

Quoting Alan Turing, Shaily reminds us, “We can only see a short distance ahead, but we can see plenty there that needs to be done.” Edge computing opens a wide vista for data science innovation. 🌟

You can find Shailendra Kumar on YouTube, Twitter, LinkedIn, and Medium by searching *AI with Shaily*. Don’t forget to subscribe for the latest AI news, share your thoughts, and join the conversation about the exciting and sometimes challenging trends in edge computing. Until next time, stay curious and inspired! ✨👨‍💻📡

Edge Computing Revolution: How AI at the Edge is Transforming Data Science by 2026

This is episode 298 recorded on July 9th, 2025, where John & Jason talk the Microsoft Fabric June 2025 Feature Summary including lots of Notebook updates in Data Engineering, lower cost for AI functions in Data Science, Copilot for RTI dashboards, and more.

For show notes please visit www.bifocal.show

Episode 298 - Microsoft Fabric June 2025 Feature Summary

This is episode 300 recorded on July 31st, 2025, where John & Jason talk the Microsoft Fabric July 2025 Feature Summary including tags in Fabric Domains, Fabric Data Agent integration with Microsoft Copilot Studio, enhancements to Activator, manual control of Auto-Refresh in pipelines, and CosmosDB in preview now in Fabric.

For show notes please visit www.bifocal.show

Episode 300 - Microsoft Fabric July 2025 Feature Summary

Unlock the secrets of data mastery with Shailendra, a 27-year veteran in AI, ML, and Data Science, driving AU$ 6 Billion in transformative value. As the author of 'Making Money out of Data,' their strategies redefine digital success. With expertise honed at IBM and Accenture, they drive innovation and data monetization. Explore how loyalty programs like Flybuys and Everyday Rewards revolutionize business—connect with Shaily today.

New tracks tagged #Real-Time Analytics