data-science - Py Data

data-science

Rolling the Dice: Mastering Cross‑Validation for Time‑Series Forecasting

Ever trained a model on yesterday’s Apple close price, only to watch it crumble when you try to predict tomorrow’s move? I was there—my validation …

From Chaos to Clarity: Engineering a Resilient JSON‑to‑Tabular Pipeline for Messy API Data

When I first tried to feed Random User data into a churn model, the pipeline crashed on the third request because the API suddenly added a new “log…

From API Calls to Alerts: Building a Production‑Ready Sequential Hypothesis Testing Pipeline

Ever watched a dashboard flash “drift detected” every few minutes only to discover the model was fine? The culprit is usually a naïve per‑batch p‑v…

Remittance vs NEPSE: A Leak‑Free Correlation Pipeline

Remittance vs NEPSE: A Leak‑Free Correlation Pipeline

Ever noticed a “perfect” correlation between Nepal’s remittance inflows and the NEPSE index, only to discover the numbers vanished once you looke…

Engineering Semantic Anomaly Detection with Isolation Forests on Live Blog Feeds

Have you ever found yourself staring at a stream of incoming data, perhaps from a critical API endpoint or an internal log system, and wondered, &q…

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