Data Science & ML Claude 스킬

Excel Variance Analyzer

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

Transfer Learning Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for new datasets and tasks using standardized implementation patterns.

Transfer Learning Model Adapter

Automates the adaptation and fine-tuning of pre-trained machine learning models for specific datasets and tasks.

Excel Pivot Wizard

Transforms raw data into professional pivot tables and insightful visualizations using natural language commands.

Neural Network Builder

Constructs and configures complex neural network architectures including CNNs, RNNs, and Transformers using automated build commands.

AI Model Versioning Tracker

Automates the tracking, management, and performance monitoring of AI and machine learning model versions.

Neural Network Builder

Automates the design, configuration, and construction of custom neural network architectures like CNNs and Transformers within Claude Code.

ML Model Explainability

Provides deep insights into machine learning model predictions and behavior using interpretability techniques like SHAP and LIME.

Machine Learning Model Evaluator

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

Machine Learning Model Explainability

Provides deep interpretability and transparency for machine learning models using industry-standard techniques like SHAP and LIME.

AI Model Versioning Tracker

Automates AI/ML model versioning, lineage tracking, and performance logging within your development environment.

NLP Text Analyzer

Performs advanced natural language processing tasks including sentiment analysis, keyword extraction, and topic modeling to extract insights from textual data.

ML Model Deployment Helper

Automates the productionization of machine learning models by generating serving APIs, containerizing workloads, and implementing performance best practices.

Machine Learning Model Deployment

Automates the end-to-end process of deploying, serving, and productionizing machine learning models across various cloud and containerized environments.

ML Model Evaluation Suite

Evaluates machine learning models by calculating performance metrics like accuracy, precision, and F1-score to guide model optimization.

Excel DCF Modeler

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

Data Visualization Creator

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

Machine Learning Dataset Splitter

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

Deep Learning Model Optimizer

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

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.

ML Experiment Tracking Setup

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

Computer Vision Analysis

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

Clustering Algorithm Runner

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

Computer Vision Processor

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

Clustering Algorithms Suite

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

Automated Data Preprocessing Pipelines

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

ML Experiment Tracking Setup

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

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.