Data Science & ML Claude 技能

Denario Scientific Research Automation

Automates end-to-end scientific research workflows from data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Biomni Biomedical AI Agent

Automates complex biomedical research tasks including drug discovery, genomics analysis, and CRISPR screening design using an autonomous AI agent framework.

DNAnexus Integration

Integrates Claude with the DNAnexus cloud platform to build genomic apps, manage biomedical data, and automate bioinformatics workflows using the dxpy SDK.

DrugBank Database & Pharmacology Analysis

Access and analyze comprehensive pharmaceutical data from DrugBank for drug discovery, pharmacology research, and chemical property analysis.

ClinVar Database Navigator

Queries and interprets NCBI ClinVar data to identify genetic variant clinical significance and pathogenicity.

PDF Report Generator (ReportLab)

Generates professional PDF reports with formatted text, tables, and embedded visualizations using Python's reportlab library.

Benchling Integration

Automates Life Sciences R&D workflows by integrating Benchling registry, inventory, and notebook operations via Python SDK and REST API.

ML Pipeline Workflow

Automates the end-to-end MLOps lifecycle from data preparation and model training to production deployment and monitoring.

Universal PDF Report Generator

Generates professional, locally-executed PDF reports featuring formatted text, data tables, and embedded visualizations using the reportlab library.

Hybrid Search Implementation

Combines vector similarity and keyword-based search to optimize retrieval accuracy for RAG systems and search engines.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM reliability, reasoning capabilities, and structured output quality.

PyTorch Geometric (PyG)

Develops and trains Graph Neural Networks (GNNs) for deep learning on irregular structures and relational data.

PyMC Bayesian Modeling

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

Matplotlib Scientific Plotting

Generates professional, publication-quality data visualizations and charts using Python's foundational plotting library.

PyDESeq2 Gene Expression Analysis

Performs differential gene expression analysis using Python's DESeq2 implementation for bulk RNA-seq data.

Academic Paper Analyzer

Transforms complex academic papers into detailed, evidence-based narrative explanations with rigorous citation standards for research workflows.

ML Pipeline Workflow

Builds end-to-end MLOps pipelines from data preparation and model training through to production deployment.

Geo Research Plus

Executes comprehensive geopolitical intelligence and data-driven research using the GDELT database and specialized analysis agents.

Biopython Molecular Biology

Simplifies computational molecular biology tasks including sequence manipulation, phylogenetic analysis, and programmatic NCBI database access.

CSV Data Visualizer

Transforms raw CSV data into interactive Plotly visualizations, comprehensive statistical reports, and professional multi-plot dashboards.

DSPy.rb Expert

Builds type-safe, composable LLM applications in Ruby using the programmatic DSPy framework.

Training Log Analyzer

Analyzes athletic training logs to track progress, identify performance plateaus, and optimize recovery schedules using sports science principles.

Flow Nexus Neural Networks

Builds, trains, and deploys distributed neural networks within secure E2B sandbox environments using Flow Nexus.

LLM Application Development

Builds robust AI-powered applications using advanced prompt engineering, RAG patterns, and multi-provider LLM integrations.

PDF Report Generator

Generates professional PDF reports featuring formatted text, data tables, and embedded visualizations using the reportlab Python library.

Video Processor & Transcriber

Processes video files through audio extraction, format conversion, and automated AI transcription using Whisper and FFmpeg.

RAG System Implementation

Build Retrieval-Augmented Generation (RAG) systems to ground LLM applications in external knowledge and proprietary data.

Data Visualization Universal

Generates professional, publication-quality plots and data visualizations using Python's Matplotlib and Seaborn libraries.

Biopython Molecular Biology Toolkit

Simplifies computational molecular biology tasks including sequence manipulation, phylogenetic analysis, and programmatic NCBI database access.

Biopython Molecular Biology Toolkit

Streamlines computational molecular biology tasks including sequence manipulation, phylogenetic analysis, and programmatic NCBI database access.