Data Science & ML Claude 스킬

Portfolio Forecasting Agent

Generates advanced financial projections, Monte Carlo simulations, and tax-optimized strategies for active trading portfolios.

Paper Reviewer

Conducts comprehensive pre-submission reviews for journal manuscripts, orchestrating statistical validation, bias detection, and compliance checks.

PyMC Bayesian Modeling

Builds and validates complex Bayesian models for probabilistic inference using PyMC and ArviZ.

NCBI GEO Database Tool

Accesses and retrieves gene expression and functional genomics data from the NCBI Gene Expression Omnibus (GEO) repository.

Polars Data Science & Analysis

Accelerates data manipulation and analysis using the high-performance Polars DataFrame library and its optimized expression-based API.

Scientific Peer Review

Conducts rigorous, systematic evaluations of scientific manuscripts and grant proposals across various research disciplines.

Datamol Cheminformatics

Simplifies molecular cheminformatics and drug discovery workflows using a Pythonic interface for RDKit.

Scanpy Single-Cell Analysis

Performs end-to-end single-cell RNA-seq analysis workflows including quality control, clustering, and cell type annotation using the Scanpy toolkit.

Medchem Molecular Filtering

Applies medicinal chemistry rules and structural filters to prioritize compound libraries for drug discovery.

Universal Markdown Document Converter

Converts over 20 diverse file formats into LLM-optimized Markdown for seamless data processing and RAG integration.

NCBI Gene Database

Queries and retrieves comprehensive genomic data from NCBI Gene databases for biological research and bioinformatics.

Crypto Arbitrage Finder

Identifies and analyzes profitable cryptocurrency arbitrage opportunities across centralized and decentralized exchanges in real-time.

LaminDB Biological Data Management

Manages biological datasets with full lineage tracking, ontology-based validation, and FAIR compliance.

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and analysis for systems biology and metabolic engineering using the COBRApy library.

Agent Specialization Guide

Guides the architectural design and refactoring of AI agents into focused, single-purpose specialists to maximize performance and accuracy.

Biomni Biomedical AI

Automates complex biomedical research tasks including genomics analysis, drug discovery, and clinical data interpretation through autonomous AI agents.

Geniml Genomic Interval ML

Streamlines machine learning workflows for genomic interval data using region embeddings, single-cell analysis, and consensus peak building.

AnnData Genomics & Data Science

Manages annotated data matrices and metadata for single-cell genomics and large-scale biological datasets in Python.

ML Researcher (RAN & RL)

Conducts advanced machine learning research for Radio Access Networks using reinforcement learning, causal inference, and cognitive frameworks.

Biopython Bioinformatics Tools

Streamlines computational molecular biology tasks and bioinformatics workflows using the Biopython library.

GeoPandas Geospatial Analysis

Enables advanced geospatial vector data analysis, geometric operations, and spatial mapping within Python environments.

Neural Network Builder

Automates the design, configuration, and implementation of complex neural network architectures for various machine learning tasks.

FluidSim CFD Framework

Executes high-performance computational fluid dynamics simulations and analysis using pseudospectral methods in Python.

AgentDB Memory Patterns

Implements high-performance persistent memory and pattern learning for stateful AI agents using AgentDB.

Mobility Manager

Optimizes 5G RAN mobility and handover performance using cognitive AI and predictive trajectory modeling.

PyTDC Therapeutics Data Commons

Accesses and manages AI-ready drug discovery datasets, benchmarks, and molecular oracles for therapeutic machine learning.

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive systems to enable AI agents to recognize patterns and optimize strategies through experience.

Quantum Physics Simulation (QuTiP)

Simulates and analyzes quantum mechanical systems using the Quantum Toolbox in Python (QuTiP).

AgentDB Advanced Features

Enables high-performance distributed vector search and multi-agent coordination using QUIC synchronization and hybrid search.

AgentDB Reinforcement Learning Plugins

Empowers AI agents to learn and improve through experience using 9 specialized reinforcement learning algorithms and WASM-accelerated inference.