Data Science & ML Claude 技能

Chemist Analyst

Analyzes complex chemical processes and molecular structures using rigorous scientific principles and analytical techniques.

Historian Analyst

Applies rigorous historical methodologies and temporal frameworks to analyze events, identify long-term patterns, and contextualize contemporary trends.

Political Science Analyst

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

MTEB Leaderboard Navigator

Retrieves and verifies temporally-accurate data from dynamic machine learning leaderboards to ensure model rankings and benchmark results are current and valid.

Count Dataset Tokens

Calculates precise token counts for datasets by systematically identifying relevant text fields and applying correct domain filtering logic.

Modernize Scientific Stack

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

Political Science Analyst

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

Astropy Scientific Computing

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

RDKit Cheminformatics

Enables advanced molecular modeling, chemical property calculation, and structural analysis within Python workflows.

Aeon Time Series Toolkit

Builds and deploys machine learning models for complex time series tasks like forecasting, classification, and anomaly detection.

Zarr Python

Manages large-scale N-dimensional arrays with chunking and compression for high-performance scientific computing and cloud storage.

LLM Prompt Engineering & Writing

Optimizes the creation of prompts and agent instructions by applying advanced prompt engineering standards and structural patterns.

DeepChem Cheminformatics

Applies machine learning to chemistry, biology, and materials science to predict molecular properties and design new compounds.

Biomni

Executes autonomous multi-step biomedical research tasks including genomics analysis, drug discovery, and clinical interpretation.

BioServices Bioinformatics Toolkit

Provides programmatic access to over 40 bioinformatics web services for biological data retrieval, identifier mapping, and pathway analysis.

AnnData Genomics Toolkit

Manipulates and manages AnnData objects for single-cell genomics workflows, including scRNA-seq data processing and file management.

ChEMBL Database for Drug Discovery

Queries ChEMBL's vast database of bioactive molecules and drug discovery data for medicinal chemistry research.

pyOpenMS Proteomics Toolkit

Processes mass spectrometry data for proteomics and metabolomics analysis using the pyOpenMS library.

ReportLab PDF Generation

Automates the creation of professional PDF documents, reports, and invoices using the robust ReportLab Python toolkit.

GWAS Catalog Explorer

Queries the NHGRI-EBI GWAS Catalog for genetic variants, SNP-trait associations, and summary statistics to support genetic epidemiology research.

PubChem Database Explorer

Accesses the world's largest chemical database to retrieve compound properties, structures, and bioactivity data for cheminformatics workflows.

DiffDock Molecular Docking

Predicts high-accuracy 3D binding poses for protein-ligand complexes using diffusion-based deep learning models.

HMDB Database Explorer

Accesses the Human Metabolome Database to retrieve detailed chemical, clinical, and biological data for over 220,000 metabolites.

scikit-survival Analysis

Performs comprehensive survival analysis and time-to-event modeling using the scikit-survival Python library.

DNAnexus Integration

Streamlines genomics data analysis and pipeline development on the DNAnexus cloud platform using the dxpy SDK and CLI tools.

DeepTools Bioinformatics Suite

Analyzes and visualizes high-throughput sequencing data for genomics research and quality control.

PyTorch Model CLI Implementation

Implements standalone command-line inference tools in C, C++, and Rust by extracting weights and logic from PyTorch models without Python dependencies.

Ensembl Genome Database

Queries the Ensembl REST API to retrieve genomic annotations, sequences, variants, and comparative genomics data for over 250 species.

Datamol Cheminformatics

Simplifies molecular cheminformatics workflows by providing a Pythonic interface for RDKit with sensible defaults and parallel processing.

Video Processing

Provides structured guidance for video analysis, motion detection, and temporal event tracking using computer vision techniques.