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Decoding Data Science

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183 contributions to Decoding Data Science
How do I build an automated content system that sources and creates on-brand text + visuals?
How do I simply automate content creation and publication on a specific topic? I can write data, upload text and sources, but I want my system to find and create quality content with relevant images, following a consistent brand DNA throughout. I want to launch the machine, feed it data sources, but I want a ‘brain’ to fetch content and create genuinely interesting and relevant text and carousels. I think I need a master prompt so the brain creates content solving problems that I’ve chosen myself. What would be the simplest workflow?
1 like • 9h
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🚨 A machine sensor doesn't send data directly to your dashboard.
So what actually happens between the machine and the dashboard? Imagine a vibration sensor attached to a motor. The sensor detects a vibration. But that's only the beginning. 👇 Sensor → MCU / PLC → Communication → Edge → Cloud → Dashboard At each stage, something different happens: 🔹 Sensor — captures the physical signal 🔹 MCU / PLC — reads and processes the data 🔹 Communication layer — moves the data 🔹 Edge — can filter, store, process or analyze it locally 🔹 Cloud — provides scalable storage and analytics 🔹 Dashboard — turns the data into something humans can understand And this is where Industrial IoT becomes interesting. The real engineering challenge isn't simply: “How do I connect a sensor to the internet?” It's: “Where should the data be processed, how should it move, and where should decisions happen?” ⚙️ I'm starting a new series exploring this journey — from Embedded Systems and MCUs to Communication, Edge Computing and Smart Factory Architecture. This is Part 1: From Sensor to Smart Factory. 👇 Which layer are you most interested in — Embedded, Communication, Edge or AI? Decoding Data Science Mohammad Arshad #IndustrialIoT #IIoT #EdgeComputing #SmartFactory #EmbeddedSystems #Industry40 #Automation #IoT #Engineering #ArtificialIntelligence
🚨 A machine sensor doesn't send data directly to your dashboard.
2 likes • 13h
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🚀CPD UK AI accelerator bootcamp — This September!
Ready to move beyond watching tutorials and start building with AI? Join the AI Accelerator Bootcamp: AI Curious to AI Builders Sep and take your first step toward creating practical AI solutions. This hands-on learning experience will help you: → Understand the foundations of modern AI → Explore powerful AI tools and workflows → Build practical AI-powered projects → Gain real-world, hands-on experience → Turn your AI knowledge into something you can actually create Don’t just learn AI. Build with it. Join Here https://nas.com/artificialintelligence/challenges/ai-accelerator-bootcamp-ai-curious-to-ai-builders-sep/home early bird offer Your journey from AI Curious to AI Builder starts here.
Agent Orchestration and AI Workflows
Happening this Tuesday, September 1 at 7:00 PM GST Learn how to orchestrate AI coding agents for building new projects and working with existing codebases. This practical session will introduce AgentGrid, an infinite canvas for managing AI coding agents. Key takeaways: • Build cross-harness agent teams • Add AI workflows to an existing codebase • Coordinate agents across coding projects • Maximize your AI subscriptions without running out of tokens The session will be led by Michael Yagudaev, co-founder of AgentGrid and a software engineer and founder with 16 years of experience building AI and technology products. You can also participate in the live Kahoot and win up to $1,000. Register here: https://nas.com/artificialintelligence/events/ai-explorer-ai-demos-ai-use-cases-and-q-a-1779272460828 Live participation is required.
AI Accelerator Bootcamp 6th Edition
I am looking forward to participating in my first AI Accelerator Bootcamp! I am keen to learn, grow and apply the skills that I will be able to learn during the bootcamp and to work alongside a dedicated cohort as well.
1 like • 1d
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Arshad Ahmad
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@arshad-ahmad-3221
I help professionals, students, and aspiring builders learn AI, data science, & problem-solving through mentorship, workshops, and hands-on learning.

Active 5h ago
Joined Aug 20, 2025
Dubai