カテゴリ

機械学習

15552 スキル

AIに聞く

15552 スキル

Regression

Build a production-ready regression model on tabular data using XGBoost with conformalized quantile regression for prediction intervals. Use when the user needs to predict a continuous target from tabular features (price, sales, demand, time-to-event, score) and report uncertainty alongside the point estimate. Default to this for any tabular regression task.

brojonat0

機械学習

Binary Classification

Build a production-ready binary classifier on tabular data using XGBoost. Use when the user needs to predict a binary outcome from tabular features (churn, fraud, conversion, default, click). Covers class imbalance, threshold tuning, calibration verification, and SHAP feature importance. Default to this for any binary classification task on tabular data.

brojonat0

機械学習

Multiclass Classification

Build a production-ready multiclass classifier on tabular data using XGBoost. Use when the user needs to predict one of several discrete classes from tabular features (product category, sentiment level, customer segment, intent, fault type). Covers per-class metrics, confusion matrix analysis, sample weighting for imbalance, top-K accuracy, and SHAP. Default to this for any tabular multiclass problem.

brojonat0

機械学習

Sklearn Pipeline Template

Build a tabular ML project with scikit-learn Pipelines, MLflow tracking, model artifacts, and a marimo demo notebook. Use when starting any new tabular classification or regression bundle so all bundles share the same plumbing.

brojonat0

機械学習

Sklearn Pipeline Template

brojonat0

機械学習

Sklearn Pipeline Template

brojonat0

機械学習

Regression

Binary Classification

Multiclass Classification

Sklearn Pipeline Template

Sklearn Pipeline Template

Sklearn Pipeline Template

機械学習

Regression

Binary Classification

Multiclass Classification

Sklearn Pipeline Template

Sklearn Pipeline Template

Sklearn Pipeline Template

Sklearn Pipeline Template

Sklearn Pipeline Template

Sklearn Pipeline Template

Setup Engine

Reforge Qa

Nesting Orientation Review Gate

Be Llm Integration

Prioritize Assumptions

Feature Spec Updater

System Designer

Cissp Tutor

Nerc Tutor

Teach Me Testing

Senior Qa

Learn

Evolution Session

Skill Judge — 评价 + 锻造

Knowledge Evolution

My Delivery Master

Threat Modeling And Security Triage

Option Scoring

Speckit Clarify

Gsd Set Profile

Refactoring Expert