Data Science & ML Claude 技能

OpenAlex Academic Research Database

Queries and analyzes over 240 million scholarly works, authors, and institutions via the OpenAlex API for comprehensive bibliometric research.

Gemini CLI Integration

Facilitates seamless interaction with the Gemini CLI to leverage Google Gemini models directly within the Claude Code environment.

FiftyOne Dataset Export

Exports FiftyOne computer vision datasets to industry-standard formats like COCO, YOLO, and VOC for machine learning training.

Catenary Riser Analysis

Analyzes and designs offshore catenary and lazy wave riser configurations for static shape, tension, and OrcaFlex model generation.

FiftyOne Dataset Inference

Runs machine learning model inference, including detection, classification, and segmentation, directly on FiftyOne datasets.

FiftyOne Model Evaluation

Evaluates computer vision model predictions against ground truth using industry-standard protocols like COCO and Open Images.

Excel DCF Valuation Modeler

Builds professional investment banking-standard discounted cash flow (DCF) models in Excel with automated financial projections and sensitivity analysis.

NeuroKit2 Biosignal Analysis

Processes and analyzes complex physiological signals including ECG, EEG, EDA, and more using the NeuroKit2 Python library.

FiftyOne Dataset Import

Automates the detection and ingestion of computer vision datasets into FiftyOne with support for multimodal data and complex label formats.

Gemini CLI Integration

Facilitates seamless interaction between Claude and Google's Gemini CLI to enable multi-model planning and execution.

Ensembl Genome Database

Queries the Ensembl REST API to retrieve gene data, sequences, and variant analysis for over 250 species.

Dask Parallel Computing

Scales Python data processing and scientific computing across multiple cores or clusters for datasets that exceed available memory.

BUSCO Phylogenomics Workflow Generator

Generates comprehensive, scheduler-aware phylogenomics pipelines from genome assemblies using single-copy orthologs.

Clustering Algorithm Runner

Executes unsupervised machine learning algorithms to identify patterns, group data points, and perform cluster analysis on complex datasets.

Excel LBO Modeler

Automates the creation of professional-grade Leveraged Buyout (LBO) models in Excel for private equity and investment analysis.

ML Experiment Tracking Setup

Automates the configuration and integration of MLflow and Weights & Biases to streamline machine learning experiment management.

Matplotlib Scientific Visualization

Generates professional, publication-quality plots and charts using Python's foundational visualization library.

Scientific Schematics

Generates publication-quality scientific diagrams and neural network architectures using AI-driven iterative refinement.

Prompt Engineering Patterns

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

DNAnexus Integration

Integrates Claude with the DNAnexus cloud platform to develop, deploy, and manage genomics pipelines and biomedical data analyses.

Research Superpowers Getting Started

Orchestrates systematic literature searches and reviews by finding, screening, and extracting data from scientific papers across PubMed and Semantic Scholar.

Denario Scientific Research Assistant

Automates the complete scientific research lifecycle from initial data analysis to publication-ready LaTeX manuscripts.

ML Pipeline Workflow

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

LangChain Architecture & LLM Orchestration

Architects sophisticated LLM applications using the LangChain framework with advanced patterns for agents, memory, and tool integration.

NCBI GEO Data Integration

Accesses and processes gene expression and functional genomics data from the NCBI Gene Expression Omnibus repository.

NLP Text Analyzer

Analyzes textual data using natural language processing to extract sentiment, keywords, and core topics.

Llamafile Local LLM Manager

Configures and manages Mozilla Llamafile to run high-performance GGUF models locally with an OpenAI-compatible API.

BioServices Bioinformatics Toolbox

Provides programmatic access to over 40 bioinformatics web services and databases for integrated biological data analysis and workflow automation.

LiteLLM Integration

Simplifies Python-based LLM interactions by providing a unified interface for over 100 cloud and local providers using the OpenAI format.

scvi-tools for Single-Cell Analysis

Implements probabilistic deep learning models for comprehensive single-cell omics data analysis and multimodal integration.