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A Practical Toolkit for Time Series Anomaly Detection, Using Python

A Practical Toolkit for Time Series Anomaly Detection, Using Python
fascinating aspects of time series is the intrinsic complexity of such an apparently simple kind of data. At the end ...
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Production-Grade Observability for AI Agents: A Minimal-Code, Configuration-First Approach

Production-Grade Observability for AI Agents: A Minimal-Code, Configuration-First Approach
grow more complex, traditional logging and monitoring fall short. What teams actually need is observability: the ability to trace agent ...
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When (Not) to Use Vector DB

When (Not) to Use Vector DB
. They solve a real problem, and in many cases, they are the right choice for RAG systems. But here’s ...
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The Machine Learning “Advent Calendar” Day 15: SVM in Excel

The Machine Learning “Advent Calendar” Day 15: SVM in Excel
we are. This is the model that motivated me, from the very beginning, to use Excel to better understand Machine ...
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6 Technical Skills That Make You a Senior Data Scientist

6 Technical Skills That Make You a Senior Data Scientist
be honest. Writing code in 2025 is much easier than it was ten, or even five, years ago. We moved ...
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The Machine Learning “Advent Calendar” Day 14: Softmax Regression in Excel

The Machine Learning “Advent Calendar” Day 14: Softmax Regression in Excel
With Logistic Regression, we learned how to classify into two classes. Now, what happens if there are more than two ...
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Stop Writing Spaghetti if-else Chains: Parsing JSON with Python’s match-case

Stop Writing Spaghetti if-else Chains: Parsing JSON with Python’s match-case
If you work in data science, data engineering, or as as a frontend/backend developer, you deal with JSON. For professionals, ...
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The Machine Learning “Advent Calendar” Day 13: LASSO and Ridge Regression in Excel

The Machine Learning “Advent Calendar” Day 13: LASSO and Ridge Regression in Excel
One day, a data scientist told that Ridge Regression was a complicated model. Because he saw that the training formula ...
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The Machine Learning “Advent Calendar” Day 12: Logistic Regression in Excel

The Machine Learning “Advent Calendar” Day 12: Logistic Regression in Excel
Today’s model is Logistic Regression. If you already know this model, here is a question for you: Is Logistic Regression ...
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EDA in Public (Part 1): Cleaning and Exploring Sales Data with Pandas

EDA in Public (Part 1): Cleaning and Exploring Sales Data with Pandas
! Welcome to the start of a major data journey that I’m calling “EDA in Public.” For those who know ...
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