Data Science & ML Claude 技能

Anthropic Architect

Recommends the most efficient Anthropic architecture for AI projects by analyzing requirements and selecting the optimal mix of skills, agents, and SDK primitives.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of Excel spreadsheets with a focus on dynamic formulas and financial modeling standards.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to automated production deployment and monitoring.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

CSV Data Summarizer

Automates comprehensive CSV data analysis and visualization by instantly generating statistical reports and charts without requiring user prompts.

Mycelia Planning Scope

Standardizes the auditing of planning documents for the Mycelia multiomics platform by cross-referencing source code, tests, and infrastructure.

LLM Performance Evaluation

Implements systematic evaluation frameworks for LLM applications using automated metrics, human-in-the-loop feedback, and A/B testing.

Bioinformatics Tool Integration

Standardizes the integration, citation, and testing of external bioinformatics tools within the Mycelia multiomic framework.

LangChain Architecture Design

Architect sophisticated LLM applications using LangChain's agents, memory systems, and complex chain patterns.

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation systems to ground LLM responses with external knowledge and semantic search.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying conda and PyPI ecosystems with multi-platform lockfile support.

Code Quality Tools for Python

Automates linting, formatting, and static type checking for scientific Python projects using Ruff, MyPy, and pre-commit hooks.

Scientific Python Packaging

Standardizes the creation of distributable Python packages using modern Scientific Python community best practices and Hatchling build backends.

arXiv Research Assistant

Searches and downloads arXiv paper source code and LaTeX files for scientific research and analysis.

NASA ADS Search & BibTeX

Accesses the NASA Astrophysics Data System (ADS) to search for literature, retrieve BibTeX citations, and track paper metadata.

OrcaFlex Model Generator

Automates the construction of complex OrcaFlex offshore engineering models using a modular component assembly approach and pre-validated templates.

Xarray for Multidimensional Data

Simplifies scientific data analysis by managing labeled multidimensional arrays with Xarray's powerful indexing and metadata features.

AI Agent Prompt Patterns

Provides structured patterns and best practices for crafting reliable system prompts for AI agents.

LLM Router

Routes AI requests to various LLM providers including OpenAI, Grok, Groq, and DeepSeek using the SwiftOpenAI-CLI agent mode.

Treasure Data Agent Development

Develops and manages sophisticated LLM agents within the Treasure Data ecosystem using a YAML-based configuration workflow.

AI Vendor Evaluation

Evaluates AI vendor proposals and solutions through a structured framework to mitigate risks, analyze pricing models, and guide strategic build-versus-buy decisions.

AgentDB Vector Search

Implements high-performance semantic vector search for intelligent document retrieval and RAG systems using AgentDB.

Python Execution & Management

Executes Python scripts and manages local Anaconda environments with integrated support for organized file structures and Chinese language visualization.

Data Processing Essentials

Streamlines data manipulation and analysis workflows using industry-standard Python libraries like Pandas.

Research Analyst

Conducts systematic landscape research, competitive analysis, and evidence-based strategy evaluations to inform technical and business decisions.

HPC Context for Mycelia

Optimizes Mycelia multiomic analysis workflows for High Performance Computing (HPC) environments and SLURM workload managers.

Logit Lens Interpretability

Decodes intermediate transformer layer activations into human-readable vocabulary predictions to visualize model processing.

Excel Analysis & Data Automation

Streamlines the analysis, transformation, and visualization of Excel spreadsheets using advanced Python libraries within Claude Code.

Disease Mechanism Entry Creator

Automates the creation of scientifically accurate disease mechanism entries in the Dismech knowledge base using a research-first approach.

VRAM & GPU Memory Manager

Manages GPU VRAM allocation through OOM retry logic, idle auto-unloading, and cross-service signaling protocols.