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Emerging Trends in AI Ethics and Governance for 2026

Emerging Trends in AI Ethics and Governance for 2026

by Dr. Owns | Dec 15, 2025 | Business Intelligence

​​in 2026, people want accountability frameworks that feel real, enforceable, and grounded in how AI behaves in live environments.  ​in 2026, people want accountability frameworks that feel real, enforceable, and grounded in how AI behaves in live...
Lessons Learned from Upgrading to LangChain 1.0 in Production

Lessons Learned from Upgrading to LangChain 1.0 in Production

by Dr. Owns | Dec 15, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

What worked, what broke, and why I did it The post Lessons Learned from Upgrading to LangChain 1.0 in Production appeared first on Towards Data Science. ​What worked, what broke, and why I did it The post Lessons Learned from Upgrading to LangChain 1.0 in Production...
Lessons Learned from Upgrading to LangChain 1.0 in Production

The Machine Learning “Advent Calendar” Day 14: Softmax Regression in Excel

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...
Lessons Learned from Upgrading to LangChain 1.0 in Production

The Skills That Bridge Technical Work and Business Impact

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...
Lessons Learned from Upgrading to LangChain 1.0 in Production

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....
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