Data Science & ML Claude 스킬

Multi-Agent System Orchestrator

Orchestrates complex multi-agent systems using AI SDK v5 to facilitate intelligent routing, agent handoffs, and coordinated AI workflows.

Data Visualization Creator

Generates high-quality charts, plots, and graphs from raw data to reveal patterns and insights through intelligent automated visualization.

Prompt Optimization Adapter

Optimizes LLM prompts to reduce token usage, lower costs, and enhance response performance through intelligent rewriting.

Computer Vision Processor

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

ML Model Explainability Tool

Provides interpretability and transparency for machine learning models by generating explanations for predictions and identifying feature importance.

Regression Analysis Tool

Automates regression modeling and predictive data analysis to identify trends and relationships between variables.

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.

Deep Learning Optimizer

Optimizes deep learning models by refining architectures, tuning hyperparameters, and implementing advanced training strategies to improve accuracy and efficiency.

Clustering Algorithm Runner

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

AI SDK Agent Orchestration

Orchestrates complex multi-agent systems using AI SDK v5 to facilitate intelligent routing, agent handoffs, and coordinated workflows across multiple AI providers.

AI Ethics Validator

Evaluates and improves the ethical integrity and fairness of AI models and datasets through automated bias detection and mitigation strategies.

Data Visualization Creator

Generates informative and visually appealing charts, plots, and graphs through intelligent data analysis and automated selection of optimal visualization types.

Sentiment Analysis Tool

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

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.

Prompt Optimization

Refines and streamlines LLM prompts to minimize token consumption, reduce operational costs, and maximize response quality.

Genkit Production Expert

Builds and deploys production-grade Firebase Genkit applications including RAG systems, multi-step workflows, and AI monitoring across Node.js, Python, and Go.

Recommendation System Builder

Designs and implements personalized recommendation engines using collaborative filtering, content-based filtering, and hybrid modeling techniques.

Regression Analysis & Modeling

Performs regression analysis and predictive modeling to identify relationships between variables and forecast future data trends.

Machine Learning Model Deployment

Automates the transition of machine learning models into production environments through optimized deployment workflows and API serving.

Dataset Partitioning

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

Dataset Splitter

Partitions datasets into training, validation, and testing sets to prepare data for machine learning workflows.

Deep Learning Model Optimizer

Optimizes deep learning models to improve accuracy, reduce training duration, and minimize resource consumption through advanced algorithms and architectural analysis.

Hyperparameter Tuner

Optimizes machine learning model configurations using advanced search strategies to maximize predictive performance and efficiency.

NLP Text Analyzer

Performs advanced natural language processing to extract sentiment, identify keywords, and model topics from textual data.

AI Ethics Validator

Evaluates AI models and datasets for bias, fairness, and ethical compliance using industry-standard metrics and frameworks.

ML Model Trainer

Automates the end-to-end machine learning lifecycle including data analysis, model selection, training, evaluation, and artifact generation.

ADK Engineer

Engineers production-ready Agent Development Kit (ADK) applications with robust architecture, comprehensive testing, and automated deployment pipelines.