Boi | Data Analytics • Mapping on Instagram: "Here is how i improved my database query speed. The first script was fast enough when i was working with a small dataset, but as data kept growing, the same query that used to return in 200ms… started taking 2 to 3 seconds. And it was only later i noticeed It was the OFFSET. OFFSET Pagination: The Silent Killer The first script, looks clean right ? But here’s what really happens behind the scenes: The database fetches 10,020 rows, then throws away th
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Boi | Data Analytics • Mapping on Instagram: "1️⃣ Typer: The Fastest Way to Build CLIs Typer makes it almost too easy to build command-line tools using function signatures and type hints. Add docstrings, and voilà , your help command is auto-generated. Use it for: Creating polished CLI tools in under 5 minutes. 2️⃣ Pydantic: Strong Types Use it for: Validating API responses, configs, or user inputs. Why it rocks: It’s the backbone of FastAPI — and once you use it, you’ll wonder how you ever trus
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Boi | Data Analytics • Mapping on Instagram: "The logic is simple: You just know the inputs and the outputs. You don’t know what happens inside the black box. The same principle applies to learning tech. Instead of getting deeper into every detail upfront, you: Define the scope: What do you really need to know to get started using this new tech? - Start with a simple question. What do I need from this tech e.g AI Architectures or Data Structures ? Learn just enough to get results: Focus on „how“
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Boi | Data Analytics • Mapping on Instagram: "1. Programming and Data Wrangling The Unshakeable Foundation Employers aren’t just looking for people who can run a few pandas commands; they want professionals who can handle messy, unstructured, real-world data and build automated pipelines. Data wrangling the art of cleaning and preparing data, remains the part nobody glamorizes but everybody needs. 2. Machine Learning, Deep Learning, and the Rise of MLOps The real skill is taking a model from you
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