Data Science & ML Claude 技能

Excel & Financial Modeling Pro

Automates spreadsheet creation, complex financial modeling, and data analysis with professional formatting and formula integrity.

LLM Evaluation & Metrics

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and LLM-as-judge patterns.

DiffDock Molecular Docking

Predicts high-accuracy 3D protein-ligand binding poses using diffusion-based deep learning for structure-based drug design.

UMAP-Learn Dimensionality Reduction

Performs high-performance nonlinear dimensionality reduction for data visualization, clustering preprocessing, and supervised manifold learning.

Pysam Genomic Toolkit

Manipulates genomic datasets and processes Next-Generation Sequencing (NGS) files using a Pythonic interface to htslib.

Astropy Astronomy Toolkit

Provides comprehensive tools for astronomical data analysis, coordinate transformations, and cosmological calculations within Python environments.

Scikit-Bio

Analyzes biological data including sequences, phylogenetic trees, and microbial diversity metrics using specialized Python tools.

AgentDB Reinforcement Learning Plugins

Empowers AI agents to learn and improve through experience using 9 specialized reinforcement learning algorithms and WASM-accelerated inference.

AgentDB Advanced Features

Enables high-performance distributed vector search and multi-agent coordination using QUIC synchronization and hybrid search.

Quantum Physics Simulation (QuTiP)

Simulates and analyzes quantum mechanical systems using the Quantum Toolbox in Python (QuTiP).

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive systems to enable AI agents to recognize patterns and optimize strategies through experience.

PyTDC Therapeutics Data Commons

Accesses and manages AI-ready drug discovery datasets, benchmarks, and molecular oracles for therapeutic machine learning.

Histolab Pathology Toolkit

Processes and prepares whole slide pathology images for deep learning and digital pathology workflows.

Mobility Manager

Optimizes 5G RAN mobility and handover performance using cognitive AI and predictive trajectory modeling.

AgentDB Memory Patterns

Implements high-performance persistent memory and pattern learning for stateful AI agents using AgentDB.

FluidSim CFD Framework

Executes high-performance computational fluid dynamics simulations and analysis using pseudospectral methods in Python.

GeoPandas Geospatial Analysis

Enables advanced geospatial vector data analysis, geometric operations, and spatial mapping within Python environments.

Biopython Bioinformatics Tools

Streamlines computational molecular biology tasks and bioinformatics workflows using the Biopython library.

ML Researcher (RAN & RL)

Conducts advanced machine learning research for Radio Access Networks using reinforcement learning, causal inference, and cognitive frameworks.

AnnData Genomics & Data Science

Manages annotated data matrices and metadata for single-cell genomics and large-scale biological datasets in Python.

RAN Optimizer

Optimizes Radio Access Network performance using autonomous swarm coordination and cognitive temporal reasoning.

Geniml Genomic Interval ML

Streamlines machine learning workflows for genomic interval data using region embeddings, single-cell analysis, and consensus peak building.

SimPy Discrete-Event Simulation

Builds complex process-based discrete-event simulations in Python to model systems with shared resources and time-based events.

Biomni Biomedical AI

Automates complex biomedical research tasks including genomics analysis, drug discovery, and clinical data interpretation through autonomous AI agents.

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and analysis for systems biology and metabolic engineering using the COBRApy library.

LaminDB Biological Data Management

Manages biological datasets with full lineage tracking, ontology-based validation, and FAIR compliance.

NCBI Gene Database

Queries and retrieves comprehensive genomic data from NCBI Gene databases for biological research and bioinformatics.

Universal Markdown Document Converter

Converts over 20 diverse file formats into LLM-optimized Markdown for seamless data processing and RAG integration.

Medchem Molecular Filtering

Applies medicinal chemistry rules and structural filters to prioritize compound libraries for drug discovery.

Scanpy Single-Cell Analysis

Performs end-to-end single-cell RNA-seq analysis workflows including quality control, clustering, and cell type annotation using the Scanpy toolkit.