Data Science & ML Claude 技能

AI Bias Assessment & Mitigation

Evaluates AI systems for fairness and implements mitigation strategies using demographic parity, equalized odds, and proxy detection.

Prompt Engineering Specialist

Designs, evaluates, and optimizes high-performance LLM prompts using systematic engineering patterns and rigorous testing frameworks.

VRAM & GPU Memory Manager

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

Data Commons Client

Accesses and analyzes global public statistical data from the Data Commons knowledge graph for research and development.

scvi-tools

Analyzes single-cell omics data using deep generative models and probabilistic frameworks for genomics research.

GRPO RL Fine-Tuning Expert

Implements Group Relative Policy Optimization (GRPO) for training language models in reasoning, logic, and structured output tasks.

RAG Implementation Expert

Implements robust Retrieval-Augmented Generation systems using vector databases and semantic search to ground AI responses in external knowledge.

Scientific Critical Thinking

Evaluates research rigor by assessing methodology, experimental design, and statistical validity using frameworks like GRADE and Cochrane.

Neural Architecture Selection Router

Guides developers in choosing the optimal neural network architecture based on data modality, problem constraints, and performance requirements.

Biopython Molecular Biology Toolkit

Performs advanced computational molecular biology tasks including sequence analysis, database queries, and structural bioinformatics.

AI Engineering & ML Strategy Router

Routes AI and machine learning tasks to specialized Yzmir engineering packs based on specific project requirements and technical domains.

Letta AI Agent Framework

Simplifies building and managing stateful AI agents with long-term memory using the Letta framework.

Bioinformatics Services (BioServices)

Provides programmatic access to over 40 bioinformatics web services and databases for streamlined biological data retrieval and analysis.

Astropy Astronomy & Physics

Performs advanced astronomical data analysis, coordinate transformations, and cosmological calculations using the Astropy Python library.

Human Metabolome Database (HMDB) Access

Accesses and analyzes data from the Human Metabolome Database for metabolite identification, biomarker discovery, and clinical research.

PyDESeq2 RNA-Seq Analysis

Performs comprehensive differential gene expression analysis on bulk RNA-seq data using the Python implementation of DESeq2.

ML Training Optimization Router

Diagnoses machine learning training issues and routes users to specific optimization strategies based on model symptoms.

PyTorch FSDP Expert

Optimizes large-scale deep learning workflows using Fully Sharded Data Parallel (FSDP) techniques in PyTorch.

NCBI GEO Data Explorer

Accesses and retrieves gene expression data from the NCBI Gene Expression Omnibus (GEO) for advanced transcriptomics and genomic analysis.

Technical Chart Analyst

Performs systematic, objective technical analysis of weekly price charts to identify trends, support levels, and probabilistic price scenarios.

Matplotlib Visualization

Generates professional-grade scientific plots and data visualizations using Python's foundational plotting library.

Reactome Biological Pathway Analysis

Automates querying the Reactome pathway database for gene enrichment, molecular interactions, and systems biology research.

RDKit Cheminformatics Toolkit

Provides comprehensive molecular analysis and manipulation capabilities for cheminformatics and drug discovery workflows.

Scientific Python Packaging

Streamlines the creation of distributable scientific Python packages using modern pyproject.toml standards and community-best practices.

Matchms Mass Spectrometry Analysis

Processes, filters, and analyzes mass spectrometry data using the matchms Python library for metabolomics and chemical discovery.

Denario Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis and hypothesis generation to producing publication-ready LaTeX manuscripts.

Agno AI Agent Framework

Builds production-grade multi-agent systems, AgentOS runtimes, and complex agentic workflows with native MCP integration.

MQL5-Python Workspace

Synchronizes MetaTrader 5 and Python environments to automate market data exports and translate MQL5 indicators into validated Python code.

Pydantic AI Agent Creation

Streamlines the development of type-safe AI agents using the Pydantic AI framework for Python.

Hypogenic Scientific Hypothesis Generator

Automates scientific hypothesis generation and testing by synthesizing observational data with research literature using LLMs.