by Dr. Owns | Dec 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
Softmax Regression is simply Logistic Regression extended to multiple classes. By computing one linear score per class and normalizing them with Softmax, we obtain multiclass probabilities without changing the core logic. The loss, the gradients, and the optimization...
by Dr. Owns | Dec 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
In the Author Spotlight series, TDS Editors chat with members of our community about their career path in data science and AI, their writing, and their sources of inspiration. Today, we’re thrilled to share our conversation with Maria Mouschoutzi. Maria is a Data...
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....
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...
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...
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...