shap
について
SHAP(SHapley Additive exPlanations)を用いたモデルの解釈可能性と説明可能性。このスキルは、機械学習モデルの予測を説明する際、特徴量の重要度を計算する際、SHAPプロット(ウォーターフォール、ビースウォーム、バー、スキャッター、フォース、ヒートマップ)を生成する際、モデルのデバッグを行う際、モデルのバイアスや公平性を分析する際、モデルを比較する際、または説明可能なAIを実装する際に使用します。木ベースのモデル(XGBoost、LightGBM、Random Forest)、深層学習(TensorFlow、PyTorch)、線形モデル、および任意のブラックボックスモデルで動作します。
クイックインストール
Claude Code
推奨/plugin add https://github.com/K-Dense-AI/claude-scientific-skillsgit clone https://github.com/K-Dense-AI/claude-scientific-skills.git ~/.claude/skills/shapこのコマンドをClaude Codeにコピー&ペーストしてスキルをインストールします
GitHub リポジトリ
関連スキル
creating-opencode-plugins
メタThis skill provides the structure and API specifications for creating OpenCode plugins that hook into 25+ event types like commands, files, and LSP operations. It offers implementation patterns for JavaScript/TypeScript modules that intercept and extend the AI assistant's lifecycle. Use it when you need to build event-driven plugins for monitoring, custom handling, or extending OpenCode's capabilities.
evaluating-llms-harness
テストThis Claude Skill runs the lm-evaluation-harness to benchmark LLMs across 60+ standardized academic tasks like MMLU and GSM8K. It's designed for developers to compare model quality, track training progress, or report academic results. The tool supports various backends including HuggingFace and vLLM models.
sglang
メタSGLang is a high-performance LLM serving framework that specializes in fast, structured generation for JSON, regex, and agentic workflows using its RadixAttention prefix caching. It delivers significantly faster inference, especially for tasks with repeated prefixes, making it ideal for complex, structured outputs and multi-turn conversations. Choose SGLang over alternatives like vLLM when you need constrained decoding or are building applications with extensive prefix sharing.
polymarket
メタThis skill enables developers to build applications with the Polymarket prediction markets platform, including API integration for trading and market data. It also provides real-time data streaming via WebSocket to monitor live trades and market activity. Use it for implementing trading strategies or creating tools that process live market updates.
