Data Science & ML Claudeスキル

ML Experiment Tracking Setup

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

ML Experiment Tracking Setup

Automates the setup and integration of machine learning experiment tracking tools like MLflow and Weights & Biases.

Neural Network Builder

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

Data Visualization Creator

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

Deep Learning Model Optimizer

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

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 optimization.

AutoML Pipeline Builder

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

Automated Data Preprocessing Pipelines

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

Data Anomaly Detection

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

Data Preprocessing & ETL Pipelines

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

AI Ethics & Fairness Validator

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

AI Ethics & Fairness Validator

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

Prompt Optimization Expert

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

AI Multi-Agent Orchestrator

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

Sentiment Analysis Tool

Analyzes text data to identify emotional tone and sentiment polarity for customer feedback, social media insights, and opinion mining.

Deep Learning Model Optimizer

Optimizes deep learning model performance through automated architecture analysis, hyperparameter tuning, and efficient code generation.

ML Model Trainer

Automates the end-to-end machine learning workflow including data analysis, model selection, training, and performance evaluation.

Machine Learning Dataset Splitter

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

NLP Text Analyzer

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

Excel Variance Analyzer

Automates monthly and quarterly budget vs. actual variance analysis in Excel with professional commentary and materiality flagging.

LLM Prompt Optimizer

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

Excel DCF Modeler

Builds professional investment banking-standard discounted cash flow (DCF) valuation models directly in Excel.

Excel Variance Analyzer

Automates financial budget vs. actual variance analysis in Excel with intelligent flagging and executive commentary.

Regression Analysis & Modeling

Performs statistical regression analysis on datasets to identify trends, predict values, and evaluate variable relationships.

AI Sentiment Analysis

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

Transfer Learning Adapter

Automates the process of fine-tuning and adapting pre-trained machine learning models for new datasets and tasks.