📄 文章列表

25 篇文章
TDS

My Machine Learning Pipeline Cheated, and Cross-Validation Never Noticed

✅ completed ⭐ ☆☆☆☆☆ 2026-10-26
TDS

Does Stacking Beat Your Best Model?

✅ completed ⭐ ☆☆☆☆☆ 2026-10-15
TDS

4 Claude Skills Every Data Scientist Needs in 2026

✅ completed ⭐ ☆☆☆☆☆ 2026-08-30
TDS

I Pitted XGBoost Against Logistic Regression on 358 Matches. The Boring Model Won.

✅ completed ⭐ ☆☆☆☆☆ 2026-06-28
TDS

Why CatBoost Works So Well: The Engineering Behind the Magic

✅ completed ⭐ ★★★★★★ 2025-04-09
TDS

Explainable Anomaly Detection with RuleFit: An Intuitive Guide

✅ completed ⭐ ★★★★★★ 2025-07-04
TDS

Accuracy Is Dead: Calibration, Discrimination, and Other Metrics You Actually Need

✅ completed ⭐ ★★★★★★ 2025-07-14
TDS

Don’t Waste Your Labeled Anomalies: 3 Practical Strategies to Boost Anomaly Detection Performance

✅ completed ⭐ ★★★★★★ 2025-07-17
TDS

Smarter Model Tuning: An AI Agent with LangGraph + Streamlit That Boosts ML Performance

✅ completed ⭐ ★★★★★★ 2025-08-20
TDS

How to Benchmark Classical Machine Learning Workloads on Google Cloud

✅ completed ⭐ ★★★★★★ 2025-08-25
TDS

A Visual Guide to Tuning Gradient Boosted Trees

✅ completed ⭐ ★★★★★★ 2025-09-15
TDS

Are Foundation Models Ready for Your Production Tabular Data?

✅ completed ⭐ ★★★★★★ 2025-10-01
TDS

Scaling Recommender Transformers to a Billion Parameters

✅ completed ⭐ ★★★★★★ 2025-10-21
TDS

“Systems thinking helps me put the big picture front and center”

✅ completed ⭐ ★★★★★★ 2025-10-30
TDS

The Greedy Boruta Algorithm: Faster Feature Selection Without Sacrificing Recall

✅ completed ⭐ ★★★★★★ 2025-11-30
TDS

The Machine Learning “Advent Calendar” Day 20: Gradient Boosted Linear Regression in Excel

✅ completed ⭐ ★★★★★★ 2025-12-22
TDS

The Machine Learning “Advent Calendar” Day 21: Gradient Boosted Decision Tree Regressor in Excel

✅ completed ⭐ ★★★★★★ 2025-12-22
TDS

Hybrid Neuro-Symbolic Fraud Detection: Guiding Neural Networks with Domain Rules

✅ completed ⭐ ★★★★★★ 2026-03-10
TDS

Two-Stage Hurdle Models: Predicting Zero-Inflated Outcomes

✅ completed ⭐ ★★★★★★ 2026-03-18
TDS

Why MLOps Retraining Schedules Fail — Models Don’t Forget, They Get Shocked

✅ completed ⭐ ★★★★★★ 2026-04-10