Data Science & ML Claude 스킬

Deep Learning Optimizer

Optimizes deep learning model performance by refining architectures, tuning hyperparameters, and implementing efficient training strategies.

ML Experiment Tracking Setup

Automates the configuration and initialization of machine learning experiment tracking tools like MLflow and Weights & Biases.

Sociology Text Analyst

Conducts systematic computational text analysis for sociology research using R or Python with a focus on validation and reproducibility.

Dataset Splitter for ML

Automates the partitioning of datasets into training, validation, and testing sets to streamline machine learning workflows.

Automated Data Preprocessing Pipeline

Streamlines data preparation for machine learning by building automated pipelines for cleaning, validation, and transformation.

Computer Vision Processor

Enables Claude to analyze images, detect objects, and perform visual classification tasks directly within your development workflow.

Dataset Splitter & ML Partitioning

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

MLX LM Integration

Simplifies running, converting, and serving Large Language Models on Apple Silicon using the MLX framework.

AI Recommendation System Builder

Develops personalized recommendation engines using collaborative filtering, content-based analysis, and hybrid modeling techniques.

AutoML Pipeline Builder

Automates the creation, training, and evaluation of machine learning models through comprehensive end-to-end pipelines.

AutoML Pipeline Builder

Automates the end-to-end creation, training, and evaluation of machine learning pipelines to accelerate model development workflows.

Computer Vision Adapter

Processes and analyzes images using advanced computer vision techniques to identify objects, classify scenes, and segment visual data.

R Statistical Analyst for Sociology

Conducts publication-ready quantitative sociological research using phased R workflows and rigorous econometric methods.

AI Ethics & Fairness Validator

Evaluates AI models and datasets for ethical risks, bias, and fairness to ensure responsible machine learning development.

AI Ethics & Fairness Validator

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

Prompt Optimizer Adapter

Refines and condenses AI prompts to minimize token consumption while maximizing output quality and performance.

Context Retrieval for AI Memory

Retrieves relevant past episodes and patterns from episodic memory to inform AI decision-making and task execution.

Multi-Agent Systems Orchestrator

Orchestrates complex multi-agent workflows using AI SDK v5 to manage handoffs, intelligent routing, and cross-provider coordination.

BioServices Bioinformatics

Accesses and integrates data from over 40 bioinformatics web services and databases using a unified Python API.

PyDESeq2 RNA-Seq Analysis

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

Astropy for Astronomy

Provides comprehensive Python tools for astronomical data analysis, including celestial coordinates, physical units, and FITS file manipulation.

Data Anomaly Detection

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

Google Gemini Integration

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

Dapr Agent Builder

Streamlines the development of distributed AI agents using the Dapr framework by validating configurations and implementing best-practice patterns.

ML Model Trainer

Automates the end-to-end machine learning lifecycle from data analysis and model selection to training and performance evaluation.

Data Anomaly Detection

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

Regression Analysis & Modeling

Performs advanced regression analysis and predictive modeling to identify variable relationships and forecast data trends using automated statistical tools.

Sociology Prompt Optimizer

Optimizes LLM prompts for high-accuracy text classification through a systematic, evaluation-driven workflow.

Lyra AI Prompt Optimizer

Transforms vague natural language inputs into precision-engineered prompts for Claude, ChatGPT, Gemini, and other large language models.

D3.js Data Visualization

Builds interactive, publication-quality data visualizations using the D3.js library for any JavaScript environment.