📄 文章列表

88 篇文章
TDS

The Machine Learning “Advent Calendar” Day 14: Softmax Regression in Excel

✅ completed ⭐ ★★★★★★ 2025-12-14
TDS

The Machine Learning “Advent Calendar” Day 15: SVM in Excel

✅ completed ⭐ ★★★★★★ 2025-12-15
TDS

The Machine Learning “Advent Calendar” Day 16: Kernel Trick in Excel

✅ completed ⭐ ★★★★★★ 2025-12-16
TDS

The Machine Learning “Advent Calendar” Day 17: Neural Network Regressor in Excel

✅ completed ⭐ ★★★★★★ 2025-12-17
TDS

A Practical Toolkit for Time Series Anomaly Detection, Using Python

✅ completed ⭐ ★★★★★★ 2025-12-17
TDS

The Machine Learning “Advent Calendar” Day 19: Bagging in Excel

✅ completed ⭐ ★★★★★★ 2025-12-19
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

The Machine Learning “Advent Calendar” Day 22: Embeddings in Excel

✅ completed ⭐ ★★★★★★ 2025-12-22
TDS

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

✅ completed ⭐ ★★★★★★ 2025-12-24
TDS

The Machine Learning “Advent Calendar” Bonus 2: Gradient Descent Variants in Excel

✅ completed ⭐ ★★★★★★ 2025-12-31
TDS

A Case for the T-statistic

✅ completed ⭐ ★★★★★★ 2026-01-21
TDS

From Transactions to Trends: Predict When a Customer Is About to Stop Buying

✅ completed ⭐ ★★★★★★ 2026-01-23
TDS

Causal ML for the Aspiring Data Scientist

✅ completed ⭐ ★★★★★★ 2026-01-26
TDS

Stop Asking if a Model Is Interpretable

✅ completed ⭐ ★★★★★★ 2026-02-27
TDS

The Causal Inference Playbook: Advanced Methods Every Data Scientist Should Master

✅ completed ⭐ ★★★★★★ 2026-03-15
TDS

Two-Stage Hurdle Models: Predicting Zero-Inflated Outcomes

✅ completed ⭐ ★★★★★★ 2026-03-18
TDS

Linear Regression Is Actually a Projection Problem, Part 1: The Geometric Intuition

✅ completed ⭐ ★★★★★★ 2026-03-19
TDS

Building Robust Credit Scoring Models (Part 3)

✅ completed ⭐ ★★★★★★ 2026-03-20
TDS

Explainable AI in Production: A Neuro-Symbolic Model for Real-Time Fraud Detection

✅ completed ⭐ ★★★★★★ 2026-03-30