Data Science & ML Claudeスキル

Data Visualization Creator

Transforms raw data into insightful visual representations like charts, plots, and graphs through intelligent automated selection and analysis.

Data Preprocessing & ETL Pipelines

Automates data cleaning, transformation, and validation to streamline the preparation of raw datasets for machine learning and analysis.

Machine Learning Dataset Splitter

Partitions raw datasets into training, validation, and testing sets to streamline machine learning model development.

Clustering Algorithms Suite

Executes and analyzes machine learning clustering algorithms to identify patterns, groups, and anomalies within datasets.

Clustering Algorithm Runner

Executes and visualizes machine learning clustering algorithms to discover patterns and groupings within complex datasets.

Computer Vision Analysis

Processes and analyzes images using computer vision techniques to perform object detection, image classification, and segmentation.

Computer Vision Processor

Analyzes and processes images using computer vision techniques like object detection, classification, and segmentation.

AutoML Pipeline Builder

Automates the end-to-end creation of machine learning pipelines including feature engineering, model selection, and hyperparameter tuning.

AutoML Pipeline Builder

Automates the end-to-end creation of machine learning pipelines including feature engineering, model selection, and hyperparameter optimization.

ML Experiment Tracking Setup

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

Automated Data Preprocessing Pipelines

Automates data cleaning, transformation, and validation through robust ETL pipelines tailored for machine learning and advanced analysis.

AI Multi-Agent Orchestrator

Orchestrates complex multi-agent systems and intelligent task routing using the AI SDK v5 framework.

Data Anomaly Detection

Identifies outliers and unusual patterns in datasets using machine learning to uncover fraud, errors, or security threats.

AI Ethics & Fairness Validator

Validates the ethical implications and fairness of AI/ML models and datasets to ensure responsible development.

Text Sentiment Analysis

Analyzes text data to identify emotional tone and classify sentiment as positive, negative, or neutral.

AI Ethics & Fairness Validator

Analyzes AI/ML models and datasets for potential biases and ethical concerns to ensure responsible AI development.

ADK Agent Engineer

Builds production-grade AI agents using the Agent Development Kit (ADK) with a focus on architecture, testing, and automated deployment.

Google ADK Agent Builder

Builds production-ready AI agents and multi-agent systems using Google's Agent Development Kit for Vertex AI integration.

NLP Text Analyzer

Performs comprehensive natural language processing tasks including sentiment analysis and keyword extraction directly within the Claude Code environment.

Neural Network Builder

Automates the design and construction of complex neural network architectures like CNNs, RNNs, and Transformers using simple natural language commands.

Prompt Optimization Expert

Optimizes LLM prompts to minimize token consumption and maximize response quality for more efficient AI interactions.

LLM Prompt Optimizer

Refines and compresses LLM prompts to minimize token usage and maximize output quality.

Machine Learning Model Evaluator

Evaluates machine learning model performance using a comprehensive suite of metrics like accuracy, precision, and F1-score.

Bulk RNA-seq Batch Correction

Removes batch effects from merged bulk RNA-seq or microarray cohorts using the ComBat algorithm to ensure data consistency for downstream analysis.

PDF Report Generation

Generates professional PDF reports with formatted text, tables, and embedded visualizations using the reportlab Python library.

Dataset Partitioning

Automates the division of datasets into training, validation, and testing subsets for machine learning workflows.

Data Anomaly Detection

Identifies outliers and unusual patterns in datasets using machine learning algorithms to uncover potential errors, fraud, or security threats.

Sentiment Analysis Tool

Analyzes text data to identify emotional tone and classify sentiment as positive, negative, or neutral.

Vertex AI Agent Builder

Builds and deploys production-ready generative AI agents leveraging Google Cloud's Vertex AI platform and Gemini models.

Clustering Algorithm Runner

Executes and visualizes machine learning clustering algorithms to identify groups and structures within provided datasets.