Data Science & ML Claude 技能

AI Multimodal Processing

Enables Claude to process, analyze, and generate audio, image, video, and document content using Google Gemini APIs.

RDKit Cheminformatics Toolkit

Performs advanced molecular analysis, descriptor calculation, and chemical informatics using the RDKit library.

Pydicom Medical Imaging

Processes DICOM medical imaging files for metadata extraction, pixel data manipulation, and secure patient data anonymization.

NeuroKit2 Biosignal Analysis

Processes and analyzes complex physiological signals including ECG, EEG, and EDA for psychophysiology research and medical data science.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompt engineering techniques like few-shot learning and chain-of-thought reasoning.

ML Pipeline Workflow Orchestrator

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

COBRApy Metabolic Modeling

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

bioRxiv Scientific Database Search

Searches, filters, and retrieves life sciences preprints and metadata from the bioRxiv database for research and analysis.

LLM Performance Evaluation

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and benchmarking strategies.

LangChain App Architect

Builds sophisticated LLM applications using the LangChain framework with advanced agent, memory, and tool integration patterns.

Scientific Critical Thinking

Evaluates research rigor and scientific claims by assessing methodology, statistical validity, and potential biases using standardized frameworks.

Scientific Critical Thinking

Evaluates research rigor, methodology, and statistical validity to perform critical analysis of scientific claims.

ETE Toolkit for Phylogenomics

Manipulates, analyzes, and visualizes phylogenetic trees and genomic data with the Environment for Tree Exploration (ETE) framework.

Hypothesis Testing

Guides the selection, assumption checking, and interpretation of statistical hypothesis tests for rigorous research data analysis.

Knowledge Base Builder

Creates and optimizes elizaOS knowledge bases using RAG, smart chunking strategies, and semantic search integration.

Results Interpretation

Interprets and reports statistical findings with accuracy, prioritizing effect sizes and confidence intervals over simple p-value significance.

TweakTune Data Synthesizer

Designs and generates high-performance pipelines for synthesizing high-quality LLM training datasets, conversations, and structured data.

COSMIC Cancer Database Access

Accesses and retrieves extensive cancer genomics data from the COSMIC database for bioinformatics and precision oncology research.

RAG Implementation for LLMs

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in proprietary data.

MQL5 Python Workspace

Automates the translation of MetaTrader 5 (MQL5) indicators into validated Python implementations for algorithmic trading.

Track Generation

Generates normalized BigWig signal tracks from BAM files for ATAC-seq and ChIP-seq visualization.

Known Motif Enrichment Analysis

Identifies enriched transcription factor binding motifs in genomic regions or gene lists using the HOMER bioinformatics suite.

Methylation Variability Analysis

Quantifies CpG-level methylation variability and epigenetic heterogeneity from whole-genome bisulfite sequencing data using standardized statistical workflows.

Replicates Incorporation

Manages genomic experimental reproducibility by pooling BAM files, generating pseudo-replicates, and performing IDR or consensus peak analysis.

Genomic Feature Annotation & Visualization

Annotates genomic regions with biological features and generates visual distribution summaries using the Homer bioinformatics suite.

Regulatory Community Analysis for ChIA-PET

Analyzes protein-mediated chromatin interactions to identify and visualize regulatory communities from ChIA-PET datasets.

Hi-C TAD Calling & Visualization

Identifies topologically associating domains (TADs) from Hi-C data and generates high-resolution contact map visualizations with boundary overlays.

Local Methylation Profiling

Generates and visualizes DNA methylation distribution patterns around specific genomic features such as promoters, enhancers, or transcription factor binding sites.

Functional Enrichment Analysis

Performs Gene Ontology and KEGG pathway enrichment analysis from genomic regions or gene lists with automated R-based visualizations.

Hi-C A/B Compartment Analysis

Performs PCA-based A/B compartment calling and interaction analysis on Hi-C genomic datasets.