Plugin alterlab-data-science
Machine learning and statistics (scikit-learn, PyTorch, transformers, SHAP) (22 skills)
Cara install plugin alterlab-data-science
Jalankan kedua perintah di dalam Claude Code. Perintah pertama menambahkan marketplace sekali; perintah kedua meng-install plugin.
/plugin marketplace add AlterLab-IEU/AlterLab-Academic-Skills
/plugin install alterlab-data-science@alterlab-academic-skillsApa yang ada di dalam alterlab-data-science
22 bagian dibaca dari file asli plugin tersebut.
Skills 22
Claude memuatnya saat tugas sesuai- 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.
Menggunakan alterlab-data-science di Claude Code
SKILL tidak memerlukan command. Claude membacanya saat permintaan Anda sesuai dengan deskripsinya.
Update, matikan, atau hapus
- Update plugin (shell)
- claude plugin update alterlab-data-science@alterlab-academic-skills
- Refresh marketplace
- /plugin marketplace update alterlab-academic-skills
- Matikan untuk sementara
- /plugin disable alterlab-data-science@alterlab-academic-skills
- Hapus
- /plugin uninstall alterlab-data-science@alterlab-academic-skills
Skill dalam alterlab-data-science
- alterlab-daskAlterLab-IEU/AlterLab-Academic-Skills
Scales pandas and NumPy workflows for larger-than-memory datasets using parallel DataFrames, arrays, and distributed computing.
8 file86bintang - alterlab-edaAlterLab-IEU/AlterLab-Academic-Skills
Performs automated exploratory data analysis on diverse scientific file formats and generates markdown reports with quality assessments.
10 file86bintang - alterlab-networkxAlterLab-IEU/AlterLab-Academic-Skills
Creates, analyzes, and visualizes complex networks and graphs in Python using classical graph algorithms.
7 file86bintang - alterlab-polarsAlterLab-IEU/AlterLab-Academic-Skills
Perform fast in-memory DataFrame analytics using lazy evaluation, parallel execution, and an Apache Arrow backend.
8 file86bintang - alterlab-pufferlibAlterLab-IEU/AlterLab-Academic-Skills
Scales reinforcement learning training through high-throughput parallel simulation, vectorized environments, and native multi-agent support.
9 file86bintang - alterlab-pymcAlterLab-IEU/AlterLab-Academic-Skills
Build, fit, and validate Bayesian models using MCMC sampling, variational inference, and PSIS-LOO model comparison.
13 file86bintang - alterlab-pymooAlterLab-IEU/AlterLab-Academic-Skills
Solve single and multi-objective optimization problems using evolutionary algorithms and Pareto-front computation.
14 file86bintang - alterlab-pytorch-lightningAlterLab-IEU/AlterLab-Academic-Skills
Organize PyTorch code into LightningModules to automate training workflows, multi-device orchestration, and distributed scaling.
12 file86bintang - alterlab-scikit-learnAlterLab-IEU/AlterLab-Academic-Skills
Perform classical machine learning tasks including classification, regression, clustering, and dimensionality reduction using Python.
12 file86bintang - 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 file86bintang - alterlab-shapAlterLab-IEU/AlterLab-Academic-Skills
Explain machine learning model predictions and feature importance using Shapley additive explanations and various visualization plots.
6 file86bintang - alterlab-simpyAlterLab-IEU/AlterLab-Academic-Skills
Simulate discrete-event systems in Python using processes, shared resources, and event-driven scheduling.
9 file86bintang - alterlab-stable-baselines3AlterLab-IEU/AlterLab-Academic-Skills
Trains single-agent reinforcement learning agents using algorithms like PPO, SAC, and DQN within Gymnasium environments.
9 file86bintang - alterlab-statistical-analysisAlterLab-IEU/AlterLab-Academic-Skills
Performs guided statistical analysis including hypothesis testing, assumption checking, effect size calculation, and APA-formatted reporting.
10 file86bintang - alterlab-statsmodelsAlterLab-IEU/AlterLab-Academic-Skills
Perform rigorous statistical modeling, econometrics, and time series analysis using Python.
10 file86bintang - alterlab-sympyAlterLab-IEU/AlterLab-Academic-Skills
Perform exact symbolic mathematics in Python, including algebra, calculus, linear algebra, and physics computations.
7 file86bintang - 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 file86bintang - 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 file86bintang - alterlab-transformersAlterLab-IEU/AlterLab-Academic-Skills
Loads, runs, and fine-tunes pretrained models for NLP, vision, audio, and multimodal tasks using PyTorch.
7 file86bintang - alterlab-umapAlterLab-IEU/AlterLab-Academic-Skills
Performs nonlinear dimensionality reduction for high-dimensional data visualization, clustering preprocessing, and supervised embedding generation.
3 file86bintang - 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 file86bintang - 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 file86bintang
Pertanyaan tentang plugin alterlab-data-science
Bagaimana cara install plugin alterlab-data-science?
Di Claude Code, jalankan /plugin marketplace add AlterLab-IEU/AlterLab-Academic-Skills, lalu /plugin install alterlab-data-science@alterlab-academic-skills.
Apa saja yang disertakan plugin alterlab-data-science?
alterlab-data-science membundel 22 skill.
Bagaimana cara update atau menghapus plugin alterlab-data-science?
Update dengan claude plugin update alterlab-data-science@alterlab-academic-skills di shell Anda, atau dari tab Installed di /plugin. Hapus dengan /plugin uninstall alterlab-data-science@alterlab-academic-skills.