Data Science & ML Claude 技能

Literature Review Assistant

Conducts systematic, academic-grade literature reviews and research syntheses across major scientific and technical databases.

Seaborn Statistical Visualization

Generates professional, publication-quality statistical graphics and data visualizations directly from Python DataFrames.

Polars Data Engineering

Accelerates high-performance data processing and analysis using the Polars DataFrame library and Apache Arrow.

gget Bioinformatics Toolkit

Enables rapid bioinformatics queries and sequence analysis across 20+ genomic databases directly from your terminal or Python scripts.

ClinVar Database Integration

Queries and interprets NCBI ClinVar data to evaluate genetic variant pathogenicity and clinical significance for genomic medicine.

Pysam Genomic Toolkit

Processes and analyzes genomic datasets including SAM, BAM, VCF, and FASTA files using a Pythonic interface to htslib.

LangChain4j Tool & Function Calling

Implements robust tool and function calling patterns for Java-based AI agents using the LangChain4j framework.

PyTorch Lightning Deep Learning

Simplifies and scales neural network development by organizing PyTorch code into modular, production-ready structures.

Pymoo Optimization Framework

Solves complex single and multi-objective optimization problems using state-of-the-art evolutionary algorithms and visualization tools.

Vector Index Tuning

Optimizes vector database performance by tuning HNSW parameters, implementing quantization, and balancing latency against recall.

LLM Embedding Strategies

Optimizes vector search and RAG applications through strategic embedding model selection, chunking, and pipeline implementation.

Similarity Search Patterns

Implements high-performance similarity search and vector retrieval patterns for RAG and semantic search applications.

LangChain4j RAG Implementation Patterns

Implements robust Retrieval-Augmented Generation (RAG) systems using the LangChain4j framework to enhance Java-based AI applications with external knowledge.

ClinicalTrials.gov Database

Queries the ClinicalTrials.gov API v2 to search, filter, and export comprehensive clinical trial data for research and analysis.

Senior Data Scientist

Empowers Claude to design rigorous statistical experiments, build predictive models, and implement production-grade MLOps pipelines.

Pydicom Medical Imaging

Processes, modifies, and analyzes DICOM medical imaging files using the pydicom library.

Pymatgen Materials Genomics

Facilitates advanced materials science analysis and computational workflows by manipulating crystal structures, phase diagrams, and electronic data.

Aeon Time Series ML

Performs specialized time series machine learning tasks including classification, forecasting, and anomaly detection using scikit-learn compatible APIs.

Metabolomics Workbench Database

Accesses and queries the NIH Metabolomics Workbench repository for metabolite structures, experimental study data, and standardized nomenclature.

DNAnexus Integration

Integrates Claude with the DNAnexus cloud genomics platform to develop bioinformatics pipelines, manage data, and orchestrate workflows.

Benchling R&D Integration

Automates laboratory data management and R&D workflows by integrating Benchling's registry, inventory, and ELN systems via Python SDK and REST API.

Advanced Prompt Engineering Framework

Implement and optimize production-grade prompt patterns including few-shot learning and chain-of-thought reasoning for enhanced LLM performance.

LangChain4j MCP Server Patterns

Implements Model Context Protocol (MCP) servers using LangChain4j to bridge AI models with enterprise tools and data resources.

Clinical Decision Support (CDS) Generator

Generates professional, publication-ready clinical decision support documents, biomarker-stratified cohort analyses, and evidence-based treatment guidelines.

Unsloth LLM Fine-Tuning

Accelerates LLM fine-tuning by 2x while reducing memory consumption by 80% for models like Llama, Mistral, and Phi.

Cosmic Database

Accesses and queries the Catalogue of Somatic Mutations in Cancer (COSMIC) for precision oncology and genomic research.

SymPy Symbolic Math

Performs exact symbolic mathematical computations including algebra, calculus, and physics modeling directly in Python.

Prompt Analyzer & Insights

Analyzes generated prompts to provide deep insights into element usage, quality comparisons, and style-based recommendations.

Race Strategy Builder

Generates optimized race-day pacing and fueling strategies tailored to individual fitness levels and specific course topography.

LangChain4j Spring Boot Integration

Integrates LangChain4j into Spring Boot applications using auto-configuration and declarative AI Services.