How to Combine Scikit-learn, CatBoost, and SHAP for Explainable Tree Models 1 min read Artificial Intelligence How to Combine Scikit-learn, CatBoost, and SHAP for Explainable Tree Models Max Headroom 2025.06.17 63 Machine learning workflows often involve a delicate balance: you want models that perform exceptionally well, but you...Read More
Interpolation in Positional Encodings and Using YaRN for Larger Context Window 1 min read Artificial Intelligence Interpolation in Positional Encodings and Using YaRN for Larger Context Window Max Headroom 2025.06.17 57 This post is divided into three parts; they are: • Interpolation and Extrapolation in Sinusoidal Encodings and...Read More
Word Embeddings in Language Models 1 min read Artificial Intelligence Word Embeddings in Language Models Max Headroom 2025.06.03 69 This post is divided into three parts; they are: • Understanding Word Embeddings • Using Pretrained Word...Read More
10 Python One-Liners That Will Simplify Feature Engineering 1 min read Artificial Intelligence 10 Python One-Liners That Will Simplify Feature Engineering Max Headroom 2025.06.03 68 Feature engineering is a key process in most data analysis workflows, especially when constructing machine learning models....Read More
LLM Zero-to-Hero with Ollama 16 min read Artificial Intelligence LLM Zero-to-Hero with Ollama Max Headroom 2025.05.28 77 AI Generated Image Setup your own private Generative AI environment using Ollama Introduction Over the past two years,...Read More
Large Scale Batch Processing with Ollama 11 min read Artificial Intelligence Featured Large Scale Batch Processing with Ollama Max Headroom 2025.05.28 137 Creating a self-hosted batch prompt processing cluster using Ollama Introduction In a previous article I covered the basics...Read More
Centralizing Multi-Vendor LLM Services with LiteLLM 10 min read Artificial Intelligence Centralizing Multi-Vendor LLM Services with LiteLLM Max Headroom 2025.05.28 75 Illustration by Author Centralizing Multiple AI Services with LiteLLM Proxy Creating a centrally managed and secured OpenAI compatible API...Read More
Technology Governance with Architecture Principles 13 min read Artificial Intelligence Technology Governance with Architecture Principles Max Headroom 2025.05.28 70 Image by author Bridging High-Level Strategy and Day-to-Day Technology Decisions Introduction In today’s dynamic and rapidly changing environment,...Read More
From Likes to Language Models 8 min read Artificial Intelligence From Likes to Language Models Max Headroom 2025.05.28 62 Image created by author using artificial intelligence The Culture Industry Revisited in the Age of Algorithmic Civilization...Read More
Performance vs Practicality: A Comparison of vLLM and Ollama 3 min read Artificial Intelligence Performance vs Practicality: A Comparison of vLLM and Ollama Max Headroom 2025.05.28 166 vLLM is designed for high-throughput scenarios, while Ollama emphasizes day-to-day simplicity and good-enough performance for most use cases....Read More