Build one document Q&A chatbot and ship a simple demo. 🚀 Small projects build real AI skills. 💬 Comment "GUILD" to join the AI Guild and start building with the community. #AICommunity #AIGuild #RAG #GenerativeAI #LLM #AIBuilders #BuildInPublic #DecodingDataScience

You don't need months to build your first RAG application. With the right workflow, you can go from a collection of documents to a chatbot that gives grounded, context-aware answers—all in a single weekend. Using tools like LlamaIndex, Pinecone, Hugging Face, and Gradio, you'll learn how to ingest documents, retrieve relevant information, and build an application people can actually interact with. That's exactly what we build together in the AI Accelerator Bootcamp—a hands-on program with 10 CPD hours, starting 24 July 2026. If you'd like to join us, comment "BOOTCAMP" and I'll share the details. #RAG #LlamaIndex #AIEngineering #DecodingDataScience

Graph reasoning without moving your data. Your data warehouse already contains valuable relationships—you just need the right way to uncover them. Learn how graph reasoning enables multi-hop analysis directly on Snowflake using Neo4j Virtual Graph, with zero-copy architecture. A practical step toward building more capable GraphRAG and enterprise AI applications. Inside AI Residency (Cohort 11), we don't just teach this—residents build and ship it with mentor support across 20 modules. → Cohort 11 starts 11 July 2026. Scholarship options available (eligibility-based). Comment "BUILD" and I'll point you to the details. #AI #GraphRAG #Neo4j #Snowflake #AIEngineering #BuildInPublic #DecodingDataScience

The next AI race won’t be about bigger models. It’ll be about better reasoning: agents, long context, inference-time compute, RAG, evaluation, and efficient architectures. In 2026, the edge belongs to builders who turn models into systems. #decodingdatascience #dds

The next shift in software engineering is here: From writing every line of code to designing the harness where AI agents can build, test, refactor, and improve. Code is becoming abundant. Context, evaluation, architecture, and judgment are becoming scarce. That’s Harness Engineering. #decodingdatascience #dds #AIAgents #SoftwareEngineering

Most people use LLMs daily… But very few understand what happens behind the chat window. At the core, LLMs predict the next word. But the real magic is in the pipeline: Data → Tokens → Embeddings → Transformers → Attention → Fine-tuning → Human feedback LLMs don’t “think” like humans. They detect patterns, generate probabilities, and sometimes hallucinate with confidence. That’s why AI literacy matters. Understand the system. Use it better. Build with it responsibly. #AI #LLM #GenerativeAI #DataScience #decodingdatascience #dds

🚀 Two ways to level up with DDS: 1️⃣ AI Residency – build real AI projects with mentorship 2️⃣ AI Guild – learn, explore, and grow with the community Start your AI journey or level it up—your choice. 💡 #DecodingDataScience #AI #AIGuild #AIResidency

Most beginners don’t struggle with Python first. They struggle with understanding how their app actually “talks” to the outside world. That’s why APIs matter. Think of it like this: Your app = customer API = waiter Server = kitchen Once this clicks, concepts like requests, JSON, API keys, endpoints, and status codes become much easier to understand. #decodingdatascience #dds #API #Python #AI

Big congratulations to the winner of the DDS Enterprise HR AI App Bootcamp 🏆 A strong example of turning AI learning into something practical, structured, and real-world. This is what we care about at @decodingdatasci : building applications, solving problems, and learning by doing. More exciting opportunities, showcases, and AI learning experiences ahead. #DataScience #ArtificialIntelligence #AI #BuildInPublic #decodingdatascience #dds

Most people still use Excel like it’s 2019. Meanwhile, Microsoft Copilot is turning Excel into something very different: generate formulas clean messy datasets summarize tables spot trends and anomalies move toward AI agents that actually help do the work We’re hosting a live workshop: Microsoft Copilot in Excel: From Formulas to AI Agents That Do the Work Free for people who follow and comment Comment COPILOT and I’ll send you the access/details. Please repost so more people working with data can benefit. nas.io/artificialintelligenc… #MicrosoftCopilot #Excel #AI #DataAnalytics #ArtificialIntelligence #decodingdatascience #dds

AI isn't just writing code. It's deploying itself. With MCP USB-C, edge devices are now smart, fast, and ready to run real-time AI. The cloud is optional. The future is portable. @arshad83 #AI #EdgeAI #Tech #decodingdatascience

Want to level up your AI skills for 2025? We’re giving away FREE access to premium resources (worth $2000) on: • Generative AI • Agentic AI • Artificial Intelligence Includes: Courses, Ebooks, Recordings 1⃣ Follow(for DM access) 2⃣Like and Repost this post 3️⃣Reply with "Send" @decodingdatasci Credit: quantumedgex-llc #AI #GenerativeAI #AgenticAI #FreeAIResources #AIEducation #DecodingDataScience

🚀 Want to level up your AI skills for 2025? We’re giving away FREE access to premium resources (worth $2000) on: • Generative AI • Agentic AI • Multi-Context Prompting (MCP) Includes: Courses, Ebooks, Recordings 🔥 To get started in Agentic AI and Generative AI 1⃣ Follow(for DM access) 2⃣Like and Repost this post 3️⃣Reply with "Send" @decodingdatasci #AI #GenerativeAI #AgenticAI #FreeAIResources #AIEducation #DecodingDataScience

🚀 Want to level up your AI skills for 2025? We’re giving away FREE access to premium resources (worth $2000) on: • Generative AI • Agentic AI • Multi-Context Prompting (MCP) Includes: Courses, Ebooks, Recordings 🔥 To get started in Agentic AI and Generative AI 1⃣ Follow(for DM access) 2⃣Like and Repost this post 3️⃣Reply with "Send" 📷@decodingdatasci #AI #GenerativeAI #AgenticAI #FreeAIResources #AIEducation #DecodingDataScience

🔥 Want to build a real AI-powered business? Not just ideas. Actual execution. 🚨 Our Building Business with AI Challenge kicks off July 19 🧠 Mentorship Templates Tools 💰 Early Bird Fee | 🎓 Scholarships for @decodingdatasci & AI Guild Members ✅ Perfect for solopreneurs, creators, & founders 👉nas.io/artificialintelligenc… Tag someone who needs this. What would you build with AI? 👇 #AIChallenge #NoCode #Entrepreneurship #DecodingDataScience #StartupAI

We’re proud to announce that Decoding Data Science is a Community Partner for the 4th Business & Investors Summit 2025 – and our founder, Mohammad Arshad, is speaking on stage! 📍 Venue: Park Regis, Kris Kin Hotel, Bur Dubai 🗓️ Date: Sunday, June 29, 2025 🎤 Speaker & Panelist: Mohammad Arshad, Principal Data Scientist & CEO, @decodingdatasci The Global Business Excellence Awards 2025 will bring together global leaders, entrepreneurs, and innovators to explore business growth, investment opportunities, and tech-driven transformation. We’re honored to support this platform alongside the GEN Leaders and appreciate @gauravdxb and the organizing team for this opportunity. 👇 Ticket & registration details in the comment below. Let’s make it a day of insight, inspiration, and impact. #DecodingDataScience #ai #tech

🧠 Most people don’t need another AI course. They need a clear path. Here’s what I’d do if I were starting my AI journey today — as a beginner or business leader: 1. Pick a real problem Not “learn Python” or “study transformers.” Ask: What do I want to automate, optimize, or create with AI? 2. Use tools before theory Try ChatGPT, Claude, Perplexity, Gemini. Build one chatbot. Create one automation. Theory hits harder when you’ve seen results. 3, Join a community Don’t learn in isolation. Ask dumb questions. 4. Build in public. Share progress. Feedback is 10x faster than courses. Learn just-in-time, not just-in-case Need to clean data? Learn Pandas. Building a GPT App? Learn Streamlit or Gradio. Learning without building = forgettable. 5. Don’t wait for permission You don’t need to be a PhD, coder, or manager to start. Your first project will suck. Do it anyway. Your second one will be better. 👇 What would you add to this roadmap? Reply with your AI learning tip 👇 #AI #CareerGrowth #NoCode #LLM #decodingdatascience #dds

🎉 Congratulations to the Top 13 Winners of our #LinkedInChallenge! For 16 days, they showed up daily—posting, engaging & growing consistently. 🚀 This wasn’t just about content—it was about credibility, habit & community-led growth. 💼 #DecodingDataScience #DDS #CommunityWins

👨‍💻 Day 2 of the #FutureTechChallenge with @DecodingDataScience ! Set up my dev environment for NutriDecode – an AI app that scans food labels, checks produce quality & suggests healthier, eco-friendly picks. 🥦📲 @arshad83 #AIApplicationChallenge #AIForGood #FoodTech

🚨 FREE EBOOK: Prompt Engineering – The Key to Professional Mastery 150 pages of real-world AI prompt strategies. Like Comment “Interested” and I’ll DM it to you. Let’s master AI, not just use it. #AI #PromptEngineering #FreeEbook #DecodingDataScience