Data Science & ML Claude 技能

DiffDock Molecular Docking

Predicts high-accuracy 3D protein-ligand binding poses using state-of-the-art diffusion-based deep learning models.

ClinVar Genomic Analysis

Queries the NCBI ClinVar database to interpret genetic variant pathogenicity and annotate genomic data for research and medicine.

Polars Data Analysis

Optimizes data processing workflows with high-performance Polars expressions, lazy evaluation, and efficient DataFrame manipulations.

Medicinal Chemistry Toolkit

Applies medicinal chemistry rules and structural filters to prioritize drug-like compounds in molecular discovery workflows.

Pymoo Optimization

Solves complex single and multi-objective optimization problems using evolutionary algorithms and Pareto front analysis.

Statsmodels Statistical Analysis

Provides a comprehensive toolkit for rigorous statistical modeling, econometric analysis, and time-series forecasting within the Claude environment.

Dask Parallel Computing

Enables parallel and distributed computing in Python to scale data processing beyond memory limits.

Gtars Genomic Analysis

Processes and analyzes high-performance genomic interval data for computational biology and machine learning applications.

FluidSim CFD Framework

Simulates high-performance computational fluid dynamics using pseudospectral methods and Python-based analysis.

PyOpenMS Mass Spectrometry

Facilitates advanced mass spectrometry data analysis using the Python interface to the OpenMS library for proteomics and metabolomics.

KEGG Database Connector

Facilitates direct REST API access to the KEGG database for biological pathway analysis, gene mapping, and molecular interaction research.

Flow Cytometry Data Processor

Parses and manipulates Flow Cytometry Standard (FCS) files, converting biological data into NumPy arrays and CSV formats for scientific analysis.

COBRApy Metabolic Modeling

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

DNAnexus Integration

Streamlines biomedical data management and genomics workflow automation on the DNAnexus cloud platform.

Biopython Molecular Biology

Performs complex biological computation, sequence analysis, and bioinformatics workflows using the Biopython library.

Vaex Data Analysis

Processes and visualizes billion-row tabular datasets exceeding available RAM through lazy, out-of-core DataFrame operations.

SymPy Symbolic Mathematics

Executes exact symbolic mathematics in Python to solve equations, perform calculus, and manipulate algebraic expressions with mathematical precision.

DrugBank Database

Accesses and analyzes comprehensive pharmaceutical data from DrugBank including molecular structures, drug interactions, targets, and pharmacological properties.

Scikit Survival

Performs advanced survival analysis and time-to-event modeling in Python using specialized machine learning techniques for censored data.

Histolab

Processes digital pathology whole slide images (WSI) through automated tissue detection, tile extraction, and specialized image preprocessing.

ESM Protein Modeling

Generates and designs novel proteins using evolutionary scale language models for sequence, structure, and functional analysis.

Genomic Interval Machine Learning

Facilitates machine learning on genomic interval data by training embeddings for regions, single-cell ATAC-seq, and associated metadata.

Exploratory Data Analysis

Conducts automated exploratory data analysis on over 200 scientific file formats to extract metadata, assess quality, and generate comprehensive documentation reports.

PufferLib RL

Accelerates reinforcement learning workflows through high-performance training, optimized environment vectorization, and seamless multi-agent integration.

Cirq Quantum Computing

Designs, simulates, and executes quantum circuits across diverse hardware backends and simulators using Google's open-source framework.

Transformers

Implements, fine-tunes, and deploys pre-trained transformer models for natural language processing, computer vision, and audio tasks.

OpenAlex Database

Queries and analyzes millions of scholarly works, authors, and institutions using the OpenAlex API to facilitate comprehensive bibliometric research.

SimPy Simulation

Models complex discrete-event systems where entities interact with shared resources over time using process-based Python simulations.

Denario Scientific Research

Automates the end-to-end scientific research lifecycle from data-driven hypothesis generation to the production of publication-ready LaTeX manuscripts.

LaminDB

Manages biological datasets with end-to-end lineage tracking, ontology-based curation, and FAIR data principles using a unified Python API.