alterlab-data-science 플러그인
Machine learning and statistics (scikit-learn, PyTorch, transformers, SHAP) (22 skills)
alterlab-data-science 플러그인 설치 방법
두 명령을 모두 Claude Code 안에서 실행하십시오. 첫 번째는 마켓플레이스를 한 번 추가하고, 두 번째는 플러그인을 설치합니다.
/plugin marketplace add AlterLab-IEU/AlterLab-Academic-Skills
/plugin install alterlab-data-science@alterlab-academic-skillsalterlab-data-science 구성 요소
플러그인 파일에서 읽어온 22개의 항목입니다.
Skills 22
작업이 일치하면 Claude가 로드합니다- 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 Code에서 alterlab-data-science 사용하기
Skills는 명령어가 필요하지 않습니다. 요청이 설명과 일치하면 Claude가 이를 읽습니다.
업데이트, 비활성화 또는 삭제
- 플러그인 업데이트 (shell)
- claude plugin update alterlab-data-science@alterlab-academic-skills
- marketplace 새로고침
- /plugin marketplace update alterlab-academic-skills
- 일시적으로 비활성화
- /plugin disable alterlab-data-science@alterlab-academic-skills
- 삭제
- /plugin uninstall alterlab-data-science@alterlab-academic-skills
alterlab-data-science의 스킬
- alterlab-daskAlterLab-IEU/AlterLab-Academic-Skills
Scales pandas and NumPy workflows for larger-than-memory datasets using parallel DataFrames, arrays, and distributed computing.
8개 파일86스타 - alterlab-edaAlterLab-IEU/AlterLab-Academic-Skills
Performs automated exploratory data analysis on diverse scientific file formats and generates markdown reports with quality assessments.
10개 파일86스타 - alterlab-networkxAlterLab-IEU/AlterLab-Academic-Skills
Creates, analyzes, and visualizes complex networks and graphs in Python using classical graph algorithms.
7개 파일86스타 - alterlab-polarsAlterLab-IEU/AlterLab-Academic-Skills
Perform fast in-memory DataFrame analytics using lazy evaluation, parallel execution, and an Apache Arrow backend.
8개 파일86스타 - alterlab-pufferlibAlterLab-IEU/AlterLab-Academic-Skills
Scales reinforcement learning training through high-throughput parallel simulation, vectorized environments, and native multi-agent support.
9개 파일86스타 - alterlab-pymcAlterLab-IEU/AlterLab-Academic-Skills
Build, fit, and validate Bayesian models using MCMC sampling, variational inference, and PSIS-LOO model comparison.
13개 파일86스타 - alterlab-pymooAlterLab-IEU/AlterLab-Academic-Skills
Solve single and multi-objective optimization problems using evolutionary algorithms and Pareto-front computation.
14개 파일86스타 - alterlab-pytorch-lightningAlterLab-IEU/AlterLab-Academic-Skills
Organize PyTorch code into LightningModules to automate training workflows, multi-device orchestration, and distributed scaling.
12개 파일86스타 - alterlab-scikit-learnAlterLab-IEU/AlterLab-Academic-Skills
Perform classical machine learning tasks including classification, regression, clustering, and dimensionality reduction using Python.
12개 파일86스타 - 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.
8개 파일86스타 - alterlab-shapAlterLab-IEU/AlterLab-Academic-Skills
Explain machine learning model predictions and feature importance using Shapley additive explanations and various visualization plots.
6개 파일86스타 - alterlab-simpyAlterLab-IEU/AlterLab-Academic-Skills
Simulate discrete-event systems in Python using processes, shared resources, and event-driven scheduling.
9개 파일86스타 - alterlab-stable-baselines3AlterLab-IEU/AlterLab-Academic-Skills
Trains single-agent reinforcement learning agents using algorithms like PPO, SAC, and DQN within Gymnasium environments.
9개 파일86스타 - alterlab-statistical-analysisAlterLab-IEU/AlterLab-Academic-Skills
Performs guided statistical analysis including hypothesis testing, assumption checking, effect size calculation, and APA-formatted reporting.
10개 파일86스타 - alterlab-statsmodelsAlterLab-IEU/AlterLab-Academic-Skills
Perform rigorous statistical modeling, econometrics, and time series analysis using Python.
10개 파일86스타 - alterlab-sympyAlterLab-IEU/AlterLab-Academic-Skills
Perform exact symbolic mathematics in Python, including algebra, calculus, linear algebra, and physics computations.
7개 파일86스타 - 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.
31개 파일86스타 - 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.
13개 파일86스타 - alterlab-transformersAlterLab-IEU/AlterLab-Academic-Skills
Loads, runs, and fine-tunes pretrained models for NLP, vision, audio, and multimodal tasks using PyTorch.
7개 파일86스타 - alterlab-umapAlterLab-IEU/AlterLab-Academic-Skills
Performs nonlinear dimensionality reduction for high-dimensional data visualization, clustering preprocessing, and supervised embedding generation.
3개 파일86스타 - alterlab-vaexAlterLab-IEU/AlterLab-Academic-Skills
Perform out-of-core tabular analytics on billion-row datasets using memory-mapped HDF5, Arrow, and Parquet files.
8개 파일86스타 - alterlab-zarrAlterLab-IEU/AlterLab-Academic-Skills
Manage large N-dimensional arrays using chunked, compressed storage compatible with cloud object stores and scientific computing libraries.
8개 파일86스타
alterlab-data-science 플러그인 질문
alterlab-data-science 플러그인은 어떻게 설치하나요?
Claude Code에서 /plugin marketplace add AlterLab-IEU/AlterLab-Academic-Skills를 실행한 다음 /plugin install alterlab-data-science@alterlab-academic-skills을 실행하십시오.
alterlab-data-science 플러그인에는 무엇이 포함되나요?
alterlab-data-science은(는) 22개 스킬을(를) 묶습니다.
alterlab-data-science 플러그인을 어떻게 업데이트하거나 삭제하나요?
shell에서 claude plugin update alterlab-data-science@alterlab-academic-skills를 사용하여 업데이트하거나 /plugin의 Installed 탭에서 수행하세요. 삭제하려면 /plugin uninstall alterlab-data-science@alterlab-academic-skills을 사용하세요.