Data Science & ML Claude 技能

Data Cleaner

Automates dataset analysis and cleaning by detecting data types, identifying quality issues, and generating Python scripts for standardized data preparation.

Context Engineering

Optimizes LLM context windows to maximize reasoning quality while minimizing token costs and latency.

RDKit Cheminformatics Toolkit

Provides specialized guidance for molecular analysis, structural manipulation, and chemical property calculation using RDKit.

Adaptyv Cloud Protein Lab

Facilitates automated protein design, sequence optimization, and wet-lab validation via a cloud-based laboratory platform.

DeepChem Molecular ML

Streamlines molecular machine learning workflows for drug discovery, property prediction, and materials science using the DeepChem library.

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and systems biology simulations using the COBRApy Python library.

DiffDock Molecular Docking

Performs state-of-the-art diffusion-based molecular docking to predict 3D binding poses of small molecule ligands to protein targets.

FluidSim CFD Framework

Performs high-performance computational fluid dynamics simulations and spectral analysis using Python.

PyHealth: Healthcare AI & Clinical ML

Develops, trains, and deploys specialized machine learning models for healthcare and clinical data analysis using standardized EHR datasets and medical coding systems.

Histolab Pathology Toolkit

Processes gigapixel whole slide images to automate tissue detection and tile extraction for digital pathology.

Arboreto GRN Inference

Infers gene regulatory networks from transcriptomics data using scalable algorithms like GRNBoost2 and GENIE3.

scvi-tools for Single-Cell Analysis

Performs probabilistic modeling and deep generative analysis for single-cell omics data using the scvi-tools framework.

Gemini AI Integration

Integrates Google's Gemini models into your workflow for advanced reasoning and multi-perspective code analysis.

SimPy Simulation Framework

Builds and manages discrete-event simulations in Python for modeling complex systems like logistics, manufacturing, and network traffic.

AI Multimodal Processing

Processes and generates multimedia content including audio, video, images, and documents using the Google Gemini API.

GEO Database Access

Access and download NCBI Gene Expression Omnibus (GEO) datasets for transcriptomics and genomics research.

Universal Data Transformation

Cleans, reshapes, and preprocesses datasets locally using pandas, numpy, and sklearn for any LLM provider.

Cirq Quantum Computing

Architects, simulates, and optimizes quantum circuits for execution on high-performance simulators and real quantum hardware using Google's open-source framework.

Excel Analysis

Analyzes, cleans, and visualizes Excel spreadsheet data using Python libraries like pandas and openpyxl.

Chroma Vector Database

Integrates ChromaDB to store embeddings and perform high-performance semantic search for AI applications.

Behavior Tree Composer

Generates and validates executable Python behavior trees for robotic systems using natural language task descriptions.

Datamol Cheminformatics

Simplifies molecular cheminformatics workflows with a Pythonic interface for RDKit, handling molecular standardization, descriptors, and 3D conformers.

ESM Protein Engineering Toolkit

Facilitates advanced protein design, structure prediction, and representation learning using ESM3 and ESM C models.

Datamol Cheminformatics

Simplifies molecular cheminformatics and drug discovery workflows using a Pythonic interface for RDKit.

Universal Data Visualization

Generates publication-quality scientific plots and charts using Matplotlib and Seaborn for local execution.

Evolutionary Scale Modeling (ESM)

Provides comprehensive tools for protein sequence generation, structure prediction, and representation learning using ESM3 and ESM C models.

COBRApy Bioinformatics

Performs constraint-based reconstruction and analysis of metabolic models for systems biology and metabolic engineering.

Cirq Quantum Computing

Builds, simulates, and optimizes quantum circuits for Google Quantum AI and other leading hardware providers.

Plotly Visualization

Generates interactive, publication-quality scientific and statistical visualizations using the Plotly Python library.

DiffDock Molecular Docking

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