Data Science & ML Claude 스킬

Advanced Excel & Spreadsheet Automation

Automates professional spreadsheet creation, data analysis, and financial modeling with rigorous formula validation.

Research Session Cleanup

Safely removes intermediate files and temporary data from completed research sessions while preserving critical findings and source papers.

Excel & Spreadsheet Mastery

Automates advanced spreadsheet creation, data analysis, and professional financial modeling with rigorous formula validation.

ML Model Evaluation Suite

Evaluates machine learning model performance using a comprehensive suite of metrics to ensure accuracy and deployment readiness.

Recommendation Engine Builder

Designs and implements personalized recommendation systems using collaborative filtering, content-based models, and hybrid approaches.

Classification Model Builder

Builds, optimizes, and evaluates robust supervised machine learning classification models automatically from labeled datasets.

Classification Model Builder

Builds and evaluates robust supervised learning classification models with automated preprocessing and performance reporting.

AI SDK Multi-Agent Orchestrator

Orchestrates sophisticated multi-agent systems and intelligent task routing using the Vercel AI SDK v5.

Machine Learning Hyperparameter Tuner

Optimizes machine learning model performance by automatically searching for the best hyperparameter configurations using grid, random, or Bayesian search strategies.

Scanpy Single-Cell Analysis

Analyzes single-cell RNA-seq data using the Scanpy Python toolkit to perform quality control, clustering, and high-dimensional visualization.

NCBI Gene Database

Queries the NCBI Gene database to retrieve comprehensive genetic information, including sequences, functional annotations, and biological pathways.

PubMed Research & API Access

Accesses the National Library of Medicine's PubMed database for advanced biomedical literature search and programmatic data retrieval.

TorchDrug Graph-Based Drug Discovery

Powers AI-driven drug discovery using PyTorch for molecular property prediction, protein modeling, and chemical retrosynthesis.

Model Deployment Helper

Automates the end-to-end deployment of machine learning models to production environments through API generation and containerization.

Gemini CLI Integration

Facilitates seamless interaction between Claude and Google's Gemini CLI to enable multi-model planning and execution.

Biopython Molecular Biology

Streamlines computational molecular biology tasks using the Biopython toolkit for sequence analysis, structural bioinformatics, and NCBI database integration.

Modal Cloud Computing

Deploys and scales Python code in serverless containers with high-performance GPU support and automatic autoscaling.

Transfer Learning Adapter

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

Oneiros Agent Continuity

Provides a persistent cognitive architecture for AI agents to maintain long-term memory, context, and identity across multiple sessions.

Hypogenic: Scientific Hypothesis Engineering

Automates the generation and testing of scientific hypotheses by combining observational data patterns with academic literature insights.

HMDB Scientific Database

Accesses the Human Metabolome Database (HMDB) to retrieve metabolite data, chemical properties, and biomarker information for scientific research.

Time Series Forecaster

Forecasts future values and identifies temporal patterns by analyzing historical time-series data using advanced statistical models.

NLP Text Analyzer

Analyzes textual data to perform sentiment analysis, keyword extraction, and topic modeling using advanced natural language processing.

AI Ethics & Fairness Validator

Validates ethical implications, fairness metrics, and bias detection within AI/ML models and datasets to ensure responsible development.

NLP Text Analyzer

Analyzes text data to extract sentiments, keywords, and topics using advanced natural language processing techniques.

LabArchives ELN Integration

Automates electronic lab notebook management through the LabArchives REST API for research documentation, data backups, and institutional reporting.

Airflow DAG Patterns

Builds production-ready Apache Airflow pipelines using industry-standard patterns for orchestration, error handling, and automated testing.

Vector Index Tuning

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory-to-recall trade-offs.

ML Dataset Splitter

Automates the partitioning of data into training, validation, and testing sets to streamline machine learning model development.

Spark Optimization

Optimizes Apache Spark jobs through advanced partitioning, memory management, and shuffle performance tuning.