Data Science & ML Claude 技能

BioGeoBEARS Biogeographic Analysis

Sets up and executes probabilistic inference of ancestral geographic ranges on phylogenetic trees using BioGeoBEARS in R.

Google Gemini Integration

Integrates Google Gemini's advanced coding models into Claude Code for high-context refactoring, deep analysis, and automated file editing.

RAG Implementation Toolkit

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search for grounded AI applications.

ML Pipeline Workflow

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

Apple MLX Development

Develops high-performance, idiomatic machine learning code for Apple Silicon using the MLX framework.

AGILab Runbook

Standardizes repository workflows for AGILab development, environment management, and AI engineering application deployment.

DNAnexus Integration

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

Clustering Algorithm Runner

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

FiftyOne Dataset Export

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

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.

FiftyOne Dataset Import

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

Excel & Spreadsheet Pro

Automates the creation, editing, and analysis of professional spreadsheets with support for complex formulas and financial modeling standards.

PyDESeq2 Gene Expression Analysis

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

PyMC Bayesian Modeling

Builds, fits, and validates robust Bayesian statistical models using the PyMC probabilistic programming framework.

RDKit Cheminformatics

Provides comprehensive cheminformatics capabilities for molecular analysis, structural manipulation, and computational chemistry workflows.

Reactome Pathway Analysis

Facilitates biological pathway analysis and gene-mapping by querying the Reactome open-source database and REST API.

Citation Management

Manages academic citations and BibTeX entries by searching scholarly databases and validating metadata for research papers.

Neural Network Builder

Constructs and configures custom neural network architectures including CNNs, RNNs, and Transformers directly within the Claude Code environment.

PyTorch Geometric (PyG)

Develops and trains sophisticated Graph Neural Networks (GNNs) for irregular data structures using the PyTorch Geometric library.

Neural Network Builder

Constructs and configures custom neural network architectures including CNNs, RNNs, and Transformers directly within the Claude Code environment.

Excel LBO Modeler

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

Biomni Biomedical AI

Executes autonomous multi-step biomedical research tasks across genomics, drug discovery, and clinical analysis.

Transfer Learning Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for new tasks and datasets.

Anomaly Detection System

Identifies outliers and unusual patterns in datasets using advanced machine learning algorithms.

Deep Learning Optimizer

Optimizes deep learning models by refining architectures, tuning hyperparameters, and improving training efficiency.

LatchBio Bioinformatics Integration

Develops, deploys, and manages serverless bioinformatics pipelines using the Latch SDK and cloud infrastructure.

DrugBank Database Analysis

Accesses and analyzes comprehensive pharmaceutical data from DrugBank for research, drug discovery, and interaction analysis.

AI Agent System Orchestrator

Orchestrates complex multi-agent systems using the AI SDK v5 to facilitate intelligent task routing and seamless agent handoffs.

Data Visualization Creator

Transforms raw datasets into insightful charts, plots, and graphs using intelligent data analysis and automated library selection.