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Hockey Analytics & Sports Data Science

Specialist coverage of AI-powered hockey analytics, NHL player analysis, Swedish NHL players, and advanced sports data science techniques.

A specialist niche combining NHL data, machine learning, and sports analytics. Topics include referee bias analysis, Stanley Cup prediction models, equipment physics, and Swedish NHL player performance. These projects demonstrate data science and AI applied to hockey-specific questions, often with reproducible methodology.

Articles

LINHAC 2026 — Conference Report

LINHAC 2026 confirmed a clear shift: hockey analytics is becoming core infrastructure, not a side project. This report summarizes the strongest research signals, practical club examples, and what organizations should prioritize next.

22 Articles in 26 Days: Session Data, Keywords, and What the Automation Actually Produces

· Updated
Four weeks of build in public: 22 n8n tutorials published, 951 sessions, 38 ranked keywords, and 2 top-10 rankings — without a single external backlink. Here are the numbers, without spin.

Building With AI Agents as Co-Workers: My Stack, My Costs, and What I Actually Learned

How I run a 10+ project publishing studio with AI agents as co-workers — the real stack behind it: OpenClaw, n8n, LiteLLM, Coolify, and a €26/month server bill.

I Built a System That Publishes 30 Articles a Week Across 10 Projects for $0.08 Each

A detailed breakdown of OpenClaw — my self-hosted AI content automation stack running on Hetzner. How it works, what it costs, and what I got wrong the first time.

My Self-Hosted AI Stack: Everything Running on One €4/Month Server

A complete walkthrough of the Hetzner + Coolify + n8n + LiteLLM stack I run in production. What each piece does, why I chose it, and the total cost breakdown.

Machine Learning Model Predicts Stanley Cup Champions with 89% Accuracy

Computer Vision Analysis of Optimal Hockey Stick Physics for Goal Scoring

AI Analysis Reveals Unconscious Referee Bias Patterns in NHL Penalty Calls

3 AI-Powered Hockey Analytics Cases That Will Blow Your Mind

Projects

The Hockey Analytics - Sports Intelligence & Data Analysis Platform

Professional hockey analytics platform built with Astro, featuring Slack integration for team communication and automated reporting. Comprehensive sports data analysis and intelligence platform for hockey performance optimization.

Automated Hockey Analytics Pipeline - AI & LLM Integration with Mage AI Data Processing

Fully automated hockey analytics platform combining AI, LLMs, and advanced data engineering. Complete pipeline automation using Mage AI, DuckDB, and interactive dashboards for comprehensive sports analysis.

Hockey Analytics Dashboard - Advanced Sports Data Visualization & Performance Intelligence

Comprehensive hockey performance analytics platform using Azure cloud infrastructure and Python data engineering. Advanced sports analytics dashboard specializing in hockey insights and performance metrics.

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