Aggregation
Aggregation at Beyond Market Intelligence is a file of 3 stories. The newest of them: “Explore How Graph Neural Networks Unlock Smarter Data Connections”, “Discover how PySpark window functions transform data analysis beyond groupBy”, and “Count names across sheets with an AI formula that simplifies the process”. Graph neural networks can feel like a black box, but they don't have to. Grouping data in PySpark gets you partway there, but it leaves you staring at a wall when you need rankings, running totals, or lagged values. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Aggregation story on Beyond Market Intelligence, newest first.
Explore How Graph Neural Networks Unlock Smarter Data Connections
Graph neural networks can feel like a black box, but they don't have to. This visual guide breaks down GCN, MPNN, and GAT by showing exactly how they pass messages and weigh connections. It's a clear, practical look at the mechanics, and it's perfect for anyone ready to move beyond spreadsheet mental models. For a broader perspective on how AI structures complex information, you might also explore our related guide on paragraph structure in LLMs.
Discover how PySpark window functions transform data analysis beyond groupBy
Grouping data in PySpark gets you partway there, but it leaves you staring at a wall when you need rankings, running totals, or lagged values. That's where window functions step in, and this practical guide shows you exactly why the trusty `groupBy` falls short. It's a clear, hands-on read for anyone ready to move past basic aggregations. If you're also curious how structured thinking applies elsewhere, our piece on paragraph structure in LLMs pairs nicely with this mindset.
Count names across sheets with an AI formula that simplifies the process
Counting duplicates across sheets is a classic spreadsheet puzzle, and the answer usually comes down to a simple pivot table or a COUNTIFS formula. You want to pull names from Column A in Sheet 1, tally how often each job appears, and then match that count to the corresponding name on Sheet 2. That's entirely doable without breaking a sweat.