SOSamuel Oyeludeinludesam.hashnode.dev·Apr 3 · 4 min readFrom Notebook Chaos to AI Agents: My Week Building a Multi-Agent SystemBetween Azure Errors and Agent Breakthroughs: My AI Journey Continues If Week 1 was about understanding what python is, then Week 24 was when I decided to build my own and watched it fail. Spectacular00
SOSamuel Oyeludeinludesam.hashnode.dev·Feb 9 · 11 min readWeek 16: The Churn Prediction Reality Check - When Perfect Metrics Hide Imperfect TruthThis week was supposed to be about building a churn prediction model. What it actually became was a masterclass in why decent accuracy doesn't guarantee business value, why recall and precision live in eternal conflict, and how the fastest model isn'...00
SOSamuel Oyeludeinludesam.hashnode.dev·Jan 30 · 9 min readWeek 15: The Complexity Paradox - When Four Models Teach You That Simple WinsThis week was about confronting a seductive lie that haunts every data scientist: more complexity equals better results. My task was intellectually ambitious, build not one, but four different regression models to predict used car prices, then crown ...00
SOSamuel Oyeludeinludesam.hashnode.dev·Jan 27 · 6 min readWeek 14: Building a Machine Intelligence into Housing PricesThis week was about stepping into the machinery of prediction itself. My task seemed straightforward as usual: build a model to predict housing prices for a real estate company's valuation needs. What came from that exercise wasn't just a statistical...00
SOSamuel Oyeludeinludesam.hashnode.dev·Dec 14, 2025 · 5 min readThe Silent Power of Global BenchmarksThis week was about stepping back to see the entire global chessboard. My task was straightforward in theory: scrape and analyze worldwide oil production data to understand energy's global architecture. What emerged from that simple exercise was a le...00
