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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

by Dr. Owns | Dec 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction If you work in data science, data engineering, or as as a frontend/backend developer, you deal with JSON. For professionals, its basically only death, taxes, and JSON-parsing that is inevitable. The issue is that parsing JSON is often a serious pain....
Stop Writing Spaghetti if-else Chains: Parsing JSON with Python’s match-case

The Machine Learning “Advent Calendar” Day 13: LASSO and Ridge Regression in Excel

by Dr. Owns | Dec 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Ridge and Lasso regression are often perceived as more complex versions of linear regression. In reality, the prediction model remains exactly the same. What changes is the training objective. By adding a penalty on the coefficients, regularization forces the model to...
Stop Writing Spaghetti if-else Chains: Parsing JSON with Python’s match-case

How to Increase Coding Iteration Speed

by Dr. Owns | Dec 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Learn how to become a more efficient programmer with local testing The post How to Increase Coding Iteration Speed appeared first on Towards Data Science. ​Learn how to become a more efficient programmer with local testing The post How to Increase Coding Iteration...
Stop Writing Spaghetti if-else Chains: Parsing JSON with Python’s match-case

NeurIPS 2025 Best Paper Review: Qwen’s Systematic Exploration of Attention Gating

by Dr. Owns | Dec 13, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

This one little trick can bring about enhanced training stability, the use of larger learning rates and improved scaling properties The post NeurIPS 2025 Best Paper Review: Qwen’s Systematic Exploration of Attention Gating appeared first on Towards Data Science. ​This...
Stop Writing Spaghetti if-else Chains: Parsing JSON with Python’s match-case

The Machine Learning “Advent Calendar” Day 12: Logistic Regression in Excel

by Dr. Owns | Dec 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In this article, we rebuild Logistic Regression step by step directly in Excel. Starting from a binary dataset, we explore why linear regression struggles as a classifier, how the logistic function fixes these issues, and how log-loss naturally appears from the...
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