Containers for machine learning
$ npx skills add replicate/cogAlternatives
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
A Cloud Native Batch System (Project under CNCF)
Containers for machine learning
$ npx skills add replicate/cogA logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
$ npx skills add drivendataorg/cookiecutter-data-scienceA unified framework for machine learning with time series
$ npx skills add sktime/sktime🏅 Collection of Kaggle Solutions and Ideas 🏅
$ npx skills add faridrashidi/kaggle-solutionsAim 💫 — An easy-to-use & supercharged open-source experiment tracker.
$ npx skills add aimhubio/aimA system for quickly generating training data with weak supervision
$ npx skills add snorkel-team/snorkelTime series forecasting with PyTorch
$ npx skills add sktime/pytorch-forecastingBuild local voice agents with open-source models
$ npx skills add huggingface/speech-to-speechAn Engine-Agnostic Deep Learning Framework in Java
$ npx skills add deepjavalibrary/djlAI powered open source recommender system engine supports classical/LLM rankers and multimodal content via embedding
$ npx skills add gorse-io/gorseA Python library for anomaly detection across tabular, time series, graph, text, and image data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.
$ npx skills add yzhao062/pyodA python library for user-friendly forecasting and anomaly detection on time series.
$ npx skills add unit8co/dartsML.NET is an open source and cross-platform machine learning framework for .NET.
$ npx skills add dotnet/machinelearningA fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
$ npx skills add catboost/catboostSwap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API.
$ npx skills add xorbitsai/inferenceData science interview questions and answers
$ npx skills add alexeygrigorev/data-science-interviewsHow to choose
Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Volcano if it already passes your workflow test and repository review.
Next step
Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.