numpy-numerical-analysis-1-use-vectorization
About
This skill teaches developers to optimize NumPy code by replacing Python loops with vectorized operations for better performance. It covers memory-efficient techniques like avoiding unnecessary copies, using in-place operations, and selecting appropriate data types. These practices are essential for handling large numerical datasets effectively in data analysis workflows.
Quick Install
Claude Code
Recommendednpx skills add vamseeachanta/workspace-hub -a claude-code/plugin add https://github.com/vamseeachanta/workspace-hubgit clone https://github.com/vamseeachanta/workspace-hub.git ~/.claude/skills/numpy-numerical-analysis-1-use-vectorizationCopy and paste this command in Claude Code to install this skill
GitHub Repository
Related Skills
data-mesh-expert
OtherThis Claude Skill provides expert guidance on implementing data mesh architecture for scalable, decentralized data systems. It helps developers design domain-oriented data ownership, create data products, and establish federated governance with self-serve platforms. Use this skill when planning or refactoring large-scale data infrastructure to align with organizational domains.
airflow-expert
OtherThis Claude Skill provides expert-level Apache Airflow orchestration for designing and managing complex data pipelines. It offers deep knowledge of DAGs, operators, sensors, XComs, task dependencies, and scheduling for building reliable workflows. Use it when developing, troubleshooting, or optimizing production Airflow deployments.
airflow-expert
OtherThis Claude Skill provides expert-level guidance for Apache Airflow workflow orchestration, including DAG design, operators, sensors, and task dependencies. Use it when building or troubleshooting complex data pipelines to implement reliable scheduling and execution patterns. It covers production operations, XComs, and dynamic task generation for scalable workflow management.
cad-mesh-generation
OtherThis skill enables parametric CAD modeling and mesh generation for marine structures using FreeCAD and GMSH. It automates creating geometries and generating FEA/BEM meshes for hydrodynamic analysis. Developers can use it to export models directly to analysis tools like AQWA, WAMIT, and ANSYS.