Data Science & ML Claudeスキル

Academic Literature Review

Conducts systematic, multi-database academic literature reviews with automated citation verification and professional formatting.

Deep Learning Scholar

Automates the collection of authoritative deep learning resources and generates structured, multi-stage learning paths with interactive HTML guides.

AlphaFold Database Integration

Accesses and analyzes over 200 million AI-predicted protein structures from the AlphaFold DB for structural biology and drug discovery.

PyTorch Geometric (PyG) Support

Enables development and training of Graph Neural Networks (GNNs) using the PyTorch Geometric library.

Pymoo Optimization Assistant

Solves complex single, multi, and many-objective optimization problems using evolutionary algorithms and Pareto-optimal analysis.

bioRxiv Research Database Search

Searches and retrieves life sciences preprints from the bioRxiv database with advanced filtering and PDF download capabilities.

Reactome Biological Pathways & Analysis

Queries the Reactome database to perform biological pathway analysis, gene-pathway mapping, and expression enrichment for systems biology research.

Trading Strategy Research

Streamlines the development, validation, and systematic documentation of trading strategies and market edges.

Adaptyv Protein Lab

Connects Claude to cloud laboratory services for automated protein testing, sequence optimization, and wet-lab validation.

LatchBio Bioinformatics Integration

Builds and deploys serverless bioinformatics workflows using the Latch SDK and cloud infrastructure.

Aeon Time Series Machine Learning

Implements advanced time series machine learning workflows for classification, forecasting, and anomaly detection using scikit-learn compatible APIs.

ML Training Debugger

Diagnoses and resolves machine learning training failures like loss divergence and gradient issues through automated artifact analysis.

Gemini Real Adapter

Facilitates direct integration with the Google Gemini API for multi-modal content handling and context management within multi-model infrastructures.

DNAnexus Genomics Integration

Streamlines genomics pipeline development and data management on the DNAnexus cloud platform using the dxpy Python SDK.

Plotly Data Visualization

Generates interactive, publication-quality scientific and statistical charts using the Plotly Python library.

RAG Semantic Auditor

Diagnoses semantic collapse and optimizes RAG architectures using hierarchical taxonomies and Graph-RAG schemas.

Scientific Computing Resource Detector

Detects hardware resources and provides strategic recommendations for optimal scientific computing and data processing.

AI Swarm Orchestration

Orchestrates multi-agent AI swarms with dynamic topologies and parallel execution for complex distributed tasks.

Strategy Optimization for Finance

Implements a systematic methodology for diagnosing, refining, and validating trading strategies to improve win rates and returns.

Data Commons Client

Accesses and analyzes global public statistical data through the Data Commons knowledge graph and Python API.

ReasoningBank Agent Memory & Adaptive Learning

Enhances AI agents with high-performance adaptive learning and vector-based memory distillation using AgentDB.

UniProt Database Integration

Enables direct REST API access to UniProt for protein searching, FASTA sequence retrieval, and cross-database identifier mapping.

STRING Protein Interaction Database

Accesses the STRING database to analyze protein-protein interaction networks and perform functional enrichment for systems biology.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

Gtars Genomic Analysis

Performs high-performance genomic interval analysis, overlap detection, and machine learning tokenization using Rust-powered tools.

PDF Document Automation

Enables programmatic PDF manipulation, data extraction, and document creation using professional Python and command-line tools.

Excel & Spreadsheet Master

Automates professional Excel spreadsheet creation, financial modeling, and data analysis with error-free formula verification.

Denario AI Scientific Research Assistant

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

Ray Data Development

Streamlines the development, testing, and deployment of large-scale Ray Data jobs for distributed ML workloads.

Bioinformatics & Genomic Data (gget)

Provides a unified interface for rapid bioinformatics queries across 20+ genomic databases including Ensembl, AlphaFold, and NCBI.