"On a mission to educate the community about technology and best practices – Vikram G"

The shift from 𝗟𝗲𝗴𝗮𝗰𝘆 𝗔𝗜 𝘁𝗼 𝗠𝗼𝗱𝗲𝗿𝗻 𝗘𝗱𝗴𝗲 𝗔𝗜 𝗶𝘀 𝗱𝗿𝗶𝘃𝗶𝗻𝗴 𝗿𝗲𝗮𝗹-𝘁𝗶𝗺𝗲 𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 and efficiency in Industry 4.0. Edge AI processes data locally, enabling faster decisions, dynamic scalability, and optimized costs 🌐. 🌟 𝗠𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝘃𝘀. 𝗟𝗲𝗴𝗮𝗰𝘆 𝗔𝗜: ✅ 𝗠𝗼𝗱𝗲𝗿𝗻 𝗘𝗱𝗴𝗲 𝗔𝗜: ⚡ Real-time, on-device processing with minimal latency. ☁️ Scalable model updates with seamless cloud integration. 📉 Reduces bandwidth usage and operational costs. ❌ 𝗟𝗲𝗴𝗮𝗰𝘆 𝗔𝗜: 📡 Cloud-dependent, resulting in higher latency and costs. 🛑 Limited agility for dynamic model retraining. 💡 𝗛𝗼𝘄 𝗘𝗱𝗴𝗲 𝗔𝗜 𝗣𝗼𝘄𝗲𝗿𝘀 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆 4.0: 1️⃣ 𝗗𝗮𝘁𝗮 𝗔𝗰𝗾𝘂𝗶𝘀𝗶𝘁𝗶𝗼𝗻: Captures data from sensors and devices (e.g., cameras, GPS, microphones) for local processing. 2️⃣ 𝗢𝗻-𝗗𝗲𝘃𝗶𝗰𝗲 𝗔𝗜 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴: Extracts insights and makes decisions directly on edge devices. 3️⃣ 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻 & 𝗔𝗰𝘁𝗶𝗼𝗻: Enables real-time re...

The journey from the shop floor to the cloud is where the magic of 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆 4.0 𝘁𝗿𝘂𝗹𝘆 𝘂𝗻𝗳𝗼𝗹𝗱𝘀. Azure IoT is at the forefront, bridging the gap between 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝘆 (𝗢𝗧) 𝗮𝗻𝗱 𝗜𝗻𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝘆 (𝗜𝗧) to unlock unprecedented levels of hashtag # efficiency , hashtag # insight , and hashtag # control in smart factories. 🏭 𝗙𝗿𝗼𝗺 𝘁𝗵𝗲 𝗚𝗿𝗼𝘂𝗻𝗱 𝗨𝗽: 𝗦𝗵𝗼𝗽 𝗙𝗹𝗼𝗼𝗿 𝘁𝗼 𝗖𝗹𝗼𝘂𝗱 The Azure IoT ecosystem integrates seamlessly across the five layers of the factory environment: 1️⃣ 𝗟0 - 𝗣𝗵𝘆𝘀𝗶𝗰𝗮𝗹 𝗟𝗮𝘆𝗲𝗿: 𝗦𝗲𝗻𝘀𝗼𝗿𝘀, 𝗠𝗮𝗰𝗵𝗶𝗻𝗲𝘀, 𝗮𝗻𝗱 𝗗𝗲𝘃𝗶𝗰𝗲𝘀 It all starts with your equipment—machines, sensors, PLCs, and devices generating data from every corner of the shop floor. Azure IoT leverages 𝗢𝗣𝗖 𝗨𝗔 𝗽𝗿𝗼𝘁𝗼𝗰𝗼𝗹𝘀, 𝗠𝗤𝗧𝗧, 𝗮𝗻𝗱 𝗜𝗣 integration to gather real-time data streams for actionable insights. 2️⃣ 𝗟1 - 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗟𝗮𝘆𝗲𝗿 Through 𝗢𝗣𝗖 ...

  When it comes to 𝗔𝘂𝘁𝗼𝗺𝗼𝗯𝗶𝗹𝗲 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆 𝘁𝗵𝗲𝗿𝗲 𝗮𝗿𝗲 𝘃𝗮𝗿𝗶𝗼𝘂𝘀 𝗺𝗼𝗱𝗲𝘀 𝗼𝗳 𝗧𝗿𝗮𝗻𝘀𝗽𝗼𝗿𝘁 𝘁𝗵𝗮𝘁 𝗶𝘀 𝘂𝘀𝗲𝗱 𝘁𝗼 𝘁𝗿𝗮𝗻𝘀𝗳𝗲𝗿 𝘁𝗵𝗲 𝗠𝗮𝘁𝗲𝗿𝗶𝗮𝗹𝘀 from  # warehouse to Production Site. hashta Depending on 𝗥𝗲𝘀𝗽𝗲𝗰𝘁𝗶𝘃𝗲 𝗦𝗵𝗼𝗽 𝗮𝗻𝗱 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝘀 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗲𝗱 𝘁𝗵𝗲 𝗥𝗮𝘄 𝗺𝗮𝘁𝗲𝗿𝗶𝗮𝗹 𝗶𝘀 𝘁𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗲𝗱 𝗶𝗻 𝘃𝗮𝗿𝗶𝗼𝘂𝘀 𝗳𝗼𝗿𝗺𝘀 𝗮𝗻𝗱 𝘀𝘂𝗽𝗽𝗹𝗶𝗲𝗱 𝗮𝗰𝗰𝗼𝗿𝗱𝗶𝗻𝗴𝗹𝘆. In Typical Automobile Company the following Transport medium is used for Material movement ✅ 𝗣𝗿𝗲𝘀𝘀 𝗦𝗵𝗼𝗽 - Forklift, Coil Lifter ✅ 𝗕𝗼𝗱𝘆 𝗦𝗵𝗼𝗽 - Forklift, Electro Magnetic Shuttle, AMR ✅ 𝗣𝗮𝗶𝗻𝘁 𝗦𝗵𝗼𝗽 - Skid, Hanger, AMR ✅ 𝗔𝘀𝘀𝗲𝗺𝗯𝗹𝘆 𝗦𝗵𝗼𝗽 - Forklift, Conveyors (Slat, Chain etc.) These days  # smartfactories adopt a new concept in Vehicle Production called "Assembly Revolution Cell (ARC)" that has been adopted and used widely. hashtag "𝗔𝗥𝗖" 𝗺𝗲𝘁𝗵𝗼𝗱 ?...