📄 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

The Hot Path Belongs to GBDTs, Agents Own the Cold Path: A Payment-Fraud Benchmark

✅ completed ⭐ ★★★☆☆ 2026-06-25
TDS

Why CatBoost Works So Well: The Engineering Behind the Magic

✅ completed ⭐ ★★★★★★ 2025-04-09
TDS

Exploring the Proportional Odds Model for Ordinal Logistic Regression

✅ completed ⭐ ★★★★★★ 2025-06-12
TDS

Explainable Anomaly Detection with RuleFit: An Intuitive Guide

✅ completed ⭐ ★★★★★★ 2025-07-04
TDS

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

✅ completed ⭐ ★★★★★★ 2025-07-17
TDS

Exploratory Data Analysis: Gamma Spectroscopy in Python (Part 2)

✅ completed ⭐ ★★★★★★ 2025-07-18
TDS

Designing Trustworthy ML Models: Alan & Aida Discover Monotonicity in Machine Learning

✅ completed ⭐ ★★★★★★ 2025-08-21
TDS

How to Benchmark Classical Machine Learning Workloads on Google Cloud

✅ completed ⭐ ★★★★★★ 2025-08-25
TDS

A Visual Guide to Tuning Decision-Tree Hyperparameters

✅ completed ⭐ ★★★★★★ 2025-08-28
TDS

A Visual Guide to Tuning Gradient Boosted Trees

✅ completed ⭐ ★★★★★★ 2025-09-15
TDS

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

✅ completed ⭐ ★★★★★★ 2025-10-30
TDS

What to Do When Your Credit Risk Model Works Today, but Breaks Six Months Later

✅ completed ⭐ ★★★★★★ 2025-11-04
TDS

The Machine Learning and Deep Learning “Advent Calendar” Series: The Blueprint

✅ completed ⭐ ★★★★★★ 2025-11-30
TDS

The Machine Learning “Advent Calendar” Day 7: Decision Tree Classifier

✅ completed ⭐ ★★★★★★ 2025-12-07
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

Is Your Model Time-Blind? The Case for Cyclical Feature Encoding

✅ completed ⭐ ★★★★★★ 2025-12-24