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The Machine Learning “Advent Calendar” Day 9: LOF in Excel

The Machine Learning “Advent Calendar” Day 9: LOF in Excel

by Dr. Owns | Dec 9, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In this article, we explore LOF through three simple steps: distances and neighbors, reachability distances, and the final LOF score. Using tiny datasets, we see how two anomalies can look obvious to us but completely different to different algorithms. This reveals...
The Machine Learning “Advent Calendar” Day 9: LOF in Excel

Personal, Agentic Assistants: A Practical Blueprint for a Secure, Multi-User, Self-Hosted Chatbot

by Dr. Owns | Dec 9, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Build a self-hosted, end-to-end platform that gives each user a personal, agentic chatbot that can autonomously vector-search through files that the user explicitly allows it to access. The post Personal, Agentic Assistants: A Practical Blueprint for a Secure,...
The Machine Learning “Advent Calendar” Day 9: LOF in Excel

How to Develop AI-Powered Solutions, Accelerated by AI

by Dr. Owns | Dec 9, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

From idea to impact :  using AI as your accelerating copilot The post How to Develop AI-Powered Solutions, Accelerated by AI appeared first on Towards Data Science. ​From idea to impact :  using AI as your accelerating copilot The post How to Develop AI-Powered...
The Machine Learning “Advent Calendar” Day 9: LOF in Excel

GraphRAG in Practice: How to Build Cost-Efficient, High-Recall Retrieval Systems

by Dr. Owns | Dec 9, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Smarter retrieval strategies that outperform dense graphs — with hybrid pipelines and lower cost The post GraphRAG in Practice: How to Build Cost-Efficient, High-Recall Retrieval Systems appeared first on Towards Data Science. ​Smarter retrieval strategies that...
The Machine Learning “Advent Calendar” Day 9: LOF in Excel

A Realistic Roadmap to Start an AI Career in 2026

by Dr. Owns | Dec 9, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

How to learn AI in 2026 through real, usable projects The post A Realistic Roadmap to Start an AI Career in 2026 appeared first on Towards Data Science. ​How to learn AI in 2026 through real, usable projects The post A Realistic Roadmap to Start an AI Career in 2026...
The Machine Learning “Advent Calendar” Day 9: LOF in Excel

Bridging the Silence: How LEO Satellites and Edge AI Will Democratize Connectivity

by Dr. Owns | Dec 8, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Why on-device intelligence and low-orbit constellations are the only viable path to universal accessibility The post Bridging the Silence: How LEO Satellites and Edge AI Will Democratize Connectivity appeared first on Towards Data Science. ​Why on-device intelligence...
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