alterlab-data-science プラグイン
Machine learning and statistics (scikit-learn, PyTorch, transformers, SHAP) (22 skills)
alterlab-data-science プラグインのインストール方法
両方のコマンドを Claude Code 内で実行してください。最初のコマンドで marketplace を一度追加し、2 番目のコマンドでプラグインをインストールします。
/plugin marketplace add AlterLab-IEU/AlterLab-Academic-Skills
/plugin install alterlab-data-science@alterlab-academic-skillsalterlab-data-science の内容
プラグイン自身のファイルから読み込まれた 22 個のパーツ です。
SKILL 22
タスクが一致したときに Claude が読み込みます- alterlab-dask
Scales pandas and NumPy workflows for larger-than-memory datasets using parallel DataFrames, arrays, and distributed computing.
- alterlab-eda
Performs automated exploratory data analysis on diverse scientific file formats and generates markdown reports with quality assessments.
- alterlab-networkx
Creates, analyzes, and visualizes complex networks and graphs in Python using classical graph algorithms.
- alterlab-polars
Perform fast in-memory DataFrame analytics using lazy evaluation, parallel execution, and an Apache Arrow backend.
- alterlab-pufferlib
Scales reinforcement learning training through high-throughput parallel simulation, vectorized environments, and native multi-agent support.
- alterlab-pymc
Build, fit, and validate Bayesian models using MCMC sampling, variational inference, and PSIS-LOO model comparison.
- alterlab-pymoo
Solve single and multi-objective optimization problems using evolutionary algorithms and Pareto-front computation.
- alterlab-pytorch-lightning
Organize PyTorch code into LightningModules to automate training workflows, multi-device orchestration, and distributed scaling.
- alterlab-scikit-learn
Perform classical machine learning tasks including classification, regression, clustering, and dimensionality reduction using Python.
- alterlab-scikit-survival
Perform survival analysis and time-to-event modeling in Python using Cox models, ensemble methods, and survival SVMs.
- alterlab-shap
Explain machine learning model predictions and feature importance using Shapley additive explanations and various visualization plots.
- alterlab-simpy
Simulate discrete-event systems in Python using processes, shared resources, and event-driven scheduling.
- alterlab-stable-baselines3
Trains single-agent reinforcement learning agents using algorithms like PPO, SAC, and DQN within Gymnasium environments.
- alterlab-statistical-analysis
Performs guided statistical analysis including hypothesis testing, assumption checking, effect size calculation, and APA-formatted reporting.
- alterlab-statsmodels
Perform rigorous statistical modeling, econometrics, and time series analysis using Python.
- alterlab-sympy
Perform exact symbolic mathematics in Python, including algebra, calculus, linear algebra, and physics computations.
- alterlab-timesfm
Performs zero-shot time series forecasting using Google's foundation models to produce point forecasts and quantile prediction intervals.
- alterlab-torch-geometric
Build and train Graph Neural Networks for tasks like node classification, link prediction, and molecular property prediction on graph-structured data.
- alterlab-transformers
Loads, runs, and fine-tunes pretrained models for NLP, vision, audio, and multimodal tasks using PyTorch.
- alterlab-umap
Performs nonlinear dimensionality reduction for high-dimensional data visualization, clustering preprocessing, and supervised embedding generation.
- alterlab-vaex
Perform out-of-core tabular analytics on billion-row datasets using memory-mapped HDF5, Arrow, and Parquet files.
- alterlab-zarr
Manage large N-dimensional arrays using chunked, compressed storage compatible with cloud object stores and scientific computing libraries.
Claude Code での alterlab-data-science の使用方法
SKILL にコマンドは不要です。リクエストが説明と一致したときに Claude が読み込みます。
更新、オフ、または削除
- プラグインを更新 (shell)
- claude plugin update alterlab-data-science@alterlab-academic-skills
- marketplace を更新
- /plugin marketplace update alterlab-academic-skills
- 一時的にオフにする
- /plugin disable alterlab-data-science@alterlab-academic-skills
- 削除する
- /plugin uninstall alterlab-data-science@alterlab-academic-skills
alterlab-data-science のスキル
- alterlab-daskAlterLab-IEU/AlterLab-Academic-Skills
Scales pandas and NumPy workflows for larger-than-memory datasets using parallel DataFrames, arrays, and distributed computing.
8件のファイル86スター - alterlab-edaAlterLab-IEU/AlterLab-Academic-Skills
Performs automated exploratory data analysis on diverse scientific file formats and generates markdown reports with quality assessments.
10件のファイル86スター - alterlab-networkxAlterLab-IEU/AlterLab-Academic-Skills
Creates, analyzes, and visualizes complex networks and graphs in Python using classical graph algorithms.
7件のファイル86スター - alterlab-polarsAlterLab-IEU/AlterLab-Academic-Skills
Perform fast in-memory DataFrame analytics using lazy evaluation, parallel execution, and an Apache Arrow backend.
8件のファイル86スター - alterlab-pufferlibAlterLab-IEU/AlterLab-Academic-Skills
Scales reinforcement learning training through high-throughput parallel simulation, vectorized environments, and native multi-agent support.
9件のファイル86スター - alterlab-pymcAlterLab-IEU/AlterLab-Academic-Skills
Build, fit, and validate Bayesian models using MCMC sampling, variational inference, and PSIS-LOO model comparison.
13件のファイル86スター - alterlab-pymooAlterLab-IEU/AlterLab-Academic-Skills
Solve single and multi-objective optimization problems using evolutionary algorithms and Pareto-front computation.
14件のファイル86スター - alterlab-pytorch-lightningAlterLab-IEU/AlterLab-Academic-Skills
Organize PyTorch code into LightningModules to automate training workflows, multi-device orchestration, and distributed scaling.
12件のファイル86スター - alterlab-scikit-learnAlterLab-IEU/AlterLab-Academic-Skills
Perform classical machine learning tasks including classification, regression, clustering, and dimensionality reduction using Python.
12件のファイル86スター - alterlab-scikit-survivalAlterLab-IEU/AlterLab-Academic-Skills
Perform survival analysis and time-to-event modeling in Python using Cox models, ensemble methods, and survival SVMs.
8件のファイル86スター - alterlab-shapAlterLab-IEU/AlterLab-Academic-Skills
Explain machine learning model predictions and feature importance using Shapley additive explanations and various visualization plots.
6件のファイル86スター - alterlab-simpyAlterLab-IEU/AlterLab-Academic-Skills
Simulate discrete-event systems in Python using processes, shared resources, and event-driven scheduling.
9件のファイル86スター - alterlab-stable-baselines3AlterLab-IEU/AlterLab-Academic-Skills
Trains single-agent reinforcement learning agents using algorithms like PPO, SAC, and DQN within Gymnasium environments.
9件のファイル86スター - alterlab-statistical-analysisAlterLab-IEU/AlterLab-Academic-Skills
Performs guided statistical analysis including hypothesis testing, assumption checking, effect size calculation, and APA-formatted reporting.
10件のファイル86スター - alterlab-statsmodelsAlterLab-IEU/AlterLab-Academic-Skills
Perform rigorous statistical modeling, econometrics, and time series analysis using Python.
10件のファイル86スター - alterlab-sympyAlterLab-IEU/AlterLab-Academic-Skills
Perform exact symbolic mathematics in Python, including algebra, calculus, linear algebra, and physics computations.
7件のファイル86スター - alterlab-timesfmAlterLab-IEU/AlterLab-Academic-Skills
Performs zero-shot time series forecasting using Google's foundation models to produce point forecasts and quantile prediction intervals.
31件のファイル86スター - alterlab-torch-geometricAlterLab-IEU/AlterLab-Academic-Skills
Build and train Graph Neural Networks for tasks like node classification, link prediction, and molecular property prediction on graph-structured data.
13件のファイル86スター - alterlab-transformersAlterLab-IEU/AlterLab-Academic-Skills
Loads, runs, and fine-tunes pretrained models for NLP, vision, audio, and multimodal tasks using PyTorch.
7件のファイル86スター - alterlab-umapAlterLab-IEU/AlterLab-Academic-Skills
Performs nonlinear dimensionality reduction for high-dimensional data visualization, clustering preprocessing, and supervised embedding generation.
3件のファイル86スター - alterlab-vaexAlterLab-IEU/AlterLab-Academic-Skills
Perform out-of-core tabular analytics on billion-row datasets using memory-mapped HDF5, Arrow, and Parquet files.
8件のファイル86スター - alterlab-zarrAlterLab-IEU/AlterLab-Academic-Skills
Manage large N-dimensional arrays using chunked, compressed storage compatible with cloud object stores and scientific computing libraries.
8件のファイル86スター
alterlab-data-science プラグインに関する質問
alterlab-data-science プラグインをインストールするにはどうすればよいですか。
Claude Code で /plugin marketplace add AlterLab-IEU/AlterLab-Academic-Skills を実行し、続いて /plugin install alterlab-data-science@alterlab-academic-skills を実行します。
alterlab-data-science プラグインには何が含まれていますか。
alterlab-data-science には 22 件のスキル が含まれています。
alterlab-data-science プラグインを更新または削除するにはどうすればよいですか？
shell で claude plugin update alterlab-data-science@alterlab-academic-skills を使用して更新するか、/plugin の Installed タブから行ってください。削除するには /plugin uninstall alterlab-data-science@alterlab-academic-skills を使用してください。