Data Science & ML Claude 技能

Physicist Analyst

Analyzes systems and technological feasibility using fundamental laws of physics and quantitative modeling.

Political Science Analyst

Analyzes global events, policy changes, and power dynamics using established political science frameworks and international relations theories.

Anthropologist Analyst

Analyzes events and cultural systems through established anthropological frameworks and ethnographic methods.

Political Science Analyst

Analyzes global events and policy changes using established political science frameworks and theoretical models.

Environmentalist Analyst

Analyzes complex events and policies through the lens of ecological science, sustainability frameworks, and conservation biology to evaluate environmental impact.

Urban Planner Analyst

Analyzes urban development and spatial organization using professional planning frameworks, zoning regulations, and sustainability metrics.

Claude Agent SDK Integration

Builds production-ready AI agents using Anthropic's official framework for tool orchestration and subagent workflows.

Model Evaluation Benchmark

Automates comprehensive AI model benchmarking and performance comparison using the Benchmark Suite V3 framework.

UniProt Database Search & Mapping

Accesses the UniProt knowledgebase to search, retrieve, and map protein sequence and functional information.

Physicist Analyst

Evaluates technical feasibility and system dynamics using fundamental physical laws, thermodynamics, and quantitative modeling.

Gemini CLI Integration

Integrates Google Gemini CLI to provide Claude with real-time web search, deep codebase analysis, and multi-model code generation capabilities.

Epidemiologist Analyst

Analyzes disease patterns and health events using specialized epidemiological frameworks and surveillance methods to inform public health interventions.

HuggingFace Model Inference

Provides procedural guidance for setting up HuggingFace model inference services using Flask, covering environment setup, model caching, and robust API implementation.

ML Model Leaderboard Navigator

Provides systematic guidance for identifying, verifying, and extracting current performance data from machine learning benchmarks and embedding leaderboards.

LLM Project Development

Builds production-grade LLM applications using structured pipelines, task-model fit analysis, and deterministic architecture patterns.

NCBI GEO Database Explorer

Accesses and retrieves gene expression and functional genomics data from the NCBI Gene Expression Omnibus (GEO) repository.

ARC-AGI Git Merge & Pattern Tasks

Facilitates solving complex pattern recognition tasks by combining git workflow management with mathematical grid transformation analysis and implementation.

PyMC Bayesian Modeling

Builds and validates complex Bayesian models using PyMC's probabilistic programming framework.

Raman Spectroscopy Peak Fitting

Analyzes and fits peaks in Raman spectroscopy data using physically-constrained models like Lorentzian, Gaussian, and Voigt functions.

Data Resharding and Partitioning

Reorganizes large-scale datasets into hierarchical directory structures while enforcing strict file size and item count constraints.

Economist Analyst

Analyzes market events and policy changes using rigorous economic frameworks and diverse schools of thought.

PyTorch Model Recovery

Reconstructs PyTorch model architectures from weight files and state dictionaries by analyzing tensor shapes and naming patterns.

Modernize Scientific Stack

Migrates legacy Python 2 scientific computing code to Python 3 using modern libraries like pandas, numpy, and pathlib.

Protein Assembly

Designs and optimizes multi-component fusion protein sequences for FRET biosensors and gene synthesis.

Modernize Scientific Stack

Upgrades legacy Python 2 scientific computing code and analysis pipelines to modern Python 3 standards using contemporary libraries like NumPy and pandas.

MTEB Retrieval and Ranking

Optimizes semantic similarity retrieval tasks through expert guidance on document preprocessing, embedding model selection, and similarity ranking.

SAM Cell Segmentation

Implements SAM-based biological image segmentation pipelines, converting binary masks to polygon coordinates for microscopy data processing.

DNA Insert Primer Design

Designs specialized primers for inserting DNA sequences into circular plasmids using Q5 site-directed mutagenesis and inverse PCR techniques.

Raman Fitting

Provides specialized guidance and implementation patterns for analyzing and curve-fitting peaks in Raman spectroscopy data.

PyTorch Model Recovery

Reconstructs PyTorch model architectures from saved state dictionaries, enables selective layer fine-tuning, and facilitates TorchScript conversion for deployment.