Data Science & ML Claudeスキル

Zarr Python Scientific Data

Manages large-scale N-dimensional arrays with efficient chunking, compression, and cloud-native storage integration.

AI Model Versioning Tracker

Manages and tracks AI/ML model versions, performance metrics, and lineage directly within the Claude Code environment.

Hypogenic Scientific Hypothesis Engine

Generates and tests scientific hypotheses automatically by combining observational data with literature insights using LLMs.

Sentiment Analysis Adapter

Analyzes the emotional tone of text data to classify sentiment as positive, negative, or neutral for customer feedback and social media monitoring.

Anomaly Detection System

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

Neural Network Builder

Automates the design, configuration, and implementation of complex neural network architectures for various machine learning tasks.

Advanced Excel & Spreadsheet Manager

Automates the creation, editing, and professional formatting of complex Excel workbooks and financial models with full formula support.

DNAnexus Integration

Streamlines bioinformatics pipeline development and genomics data management on the DNAnexus cloud platform.

BioServices Bioinformatics API

Simplifies programmatic access to over 40 bioinformatics web services and databases using a unified Python interface.

Scientific Exploratory Data Analysis

Performs automated exploratory data analysis and generates comprehensive markdown reports for over 200 scientific file formats.

X Recommendation Data Signals

Decodes and analyzes the core architectural signals of the X recommendation engine, including SimClusters, RealGraph, and TweepCred.

Opentrons Lab Automation

Automates laboratory liquid handling workflows by generating and optimizing Opentrons Protocol API v2 scripts for Flex and OT-2 robots.

Denario Scientific Research Assistant

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

Biomni Biomedical AI Agent

Executes complex biomedical research tasks including genomics analysis, drug discovery, and molecular biology workflows through an autonomous agent framework.

AI Ethics & Fairness Validator

Audits machine learning models and datasets to identify biases and ensure ethical compliance through fairness metrics and mitigation strategies.

ML Model Deployment

Deploy machine learning models into production environments using robust APIs, containerization, and MLOps workflows.

Data Gouv France

Accesses, downloads, and analyzes French public open data from data.gouv.fr using a specialized Python library and integrated documentation.

Clustering & Pattern Discovery

Discover hidden structures and anomalies in unlabeled data using advanced unsupervised learning algorithms and dimensionality reduction.

Perplexity Deep Research Automation

Automates deep academic research using the Perplexity Deep Research API to generate cited, evidence-based reports.

Pandas Data Analysis

Simplifies complex data manipulation, statistical analysis, and visualization using the Python Pandas ecosystem.

Prompt Analyzer & Insights

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

LLM Model Auto-Updater

Synchronizes and updates the latest LLM model specifications, pricing, and API documentation automatically.

Unsloth LLM Fine-Tuning

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

ENA Bioinformatics & Genomics Data

Accesses and retrieves nucleotide sequences, raw reads, and genome assemblies from the European Nucleotide Archive (ENA) via REST APIs and FTP.

Race Strategy Builder

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

Open Targets Drug Discovery

Accesses the Open Targets Platform to identify therapeutic targets, analyze disease associations, and evaluate drug tractability.

Excel Analysis

Analyzes Excel spreadsheets, generates pivot tables, and automates complex data visualization workflows.

LabArchives Integration

Integrates with LabArchives Electronic Lab Notebook (ELN) via REST API to automate research documentation, data uploads, and notebook management.

Statistical Analysis Skill

Applies advanced statistical methods including hypothesis testing, A/B testing, and regression analysis to derive data-driven insights.

Statistical Analysis

Applies rigorous statistical methods and hypothesis testing to derive data-driven insights and validate experimental results.