Data Science & ML Claudeスキル

NumPy Scientific Computing

Optimizes numerical computing tasks in Python using high-performance array operations and vectorized mathematical functions.

Julia Numerical Computing

Executes complex numerical calculations, linear algebra operations, and scientific computing tasks using the high-performance Julia language.

Literature Review Assistant

Conducts systematic, academic-grade literature reviews and research syntheses across major scientific and technical databases.

DSPy.rb for Claude Code

Builds type-safe, modular LLM applications using Ruby's programmatic prompt framework with signatures and automated optimization.

RDKit Cheminformatics

Enables advanced molecular analysis, chemical property calculation, and 3D coordinate generation using the RDKit toolkit.

ArXiv Paper Reader

Downloads, parses, and summarizes ArXiv research papers by analyzing their raw LaTeX source code for deep technical insights.

Synapse File Conversion

Converts incompatible image, video, and audio formats into supported extensions for seamless data collection uploads.

Synapse Upload Workflow

Streamlines complex file uploads and metadata mapping to Synapse data collections across local and cloud storage providers.

Synapse Config YAML Guide

Guides developers in configuring Synapse plugin metadata, action definitions, and runtime environments for seamless tool integration.

Synapse Result Schemas

Provides standardized, type-safe result schemas for Synapse SDK plugin actions to ensure consistent data output and validation.

KINTSUGI SLURM Workflow Guide

Guides users through a comprehensive 10-step pipeline for processing multiplex imaging data on SLURM-managed HPC clusters.

KINTSUGI Project Data Handler

Manages KINTSUGI project initialization by distinguishing between raw and processed data while automating SLURM configuration.

Aristotle Formal Prover

Formally proves mathematical theorems and verifies algorithm correctness using Lean 4 and the Aristotle API.

ArXiv Research Assistant

Searches, retrieves, and summarizes academic papers from arXiv to streamline scientific research and literature reviews.

Strategy Translator

Translates trading strategy documentation into production-ready Python backtesting code and TradingView Pine Script.

KINTSUGI SLURM Channel Naming

Standardizes SLURM job output naming by mapping channel numbers to biological marker names for the KINTSUGI pipeline.

Multi-Provider Model Orchestrator

Orchestrates multiple AI model providers to optimize development workflows for cost, latency, and reasoning capability.

Trading Strategy Research

Streamlines the development, validation, and systematic documentation of trading strategies and market edges.

ML Fundamentals

Master core machine learning pillars including data preprocessing, feature engineering, and robust model evaluation pipelines.

Agent Evaluation Design

Architects comprehensive evaluation frameworks for AI agents by defining metrics, datasets, and grading strategies.

Langdock API Operations

Automates Langdock assistant management, knowledge base operations, and usage data exports through a unified CLI wrapper.

Agentic Optimization Commands

Standardizes AI agent tuning by providing a command interface for bootstrapping, running, and monitoring optimization loops in Codex.

Data Wrangler

Transforms and analyzes large datasets using DuckDB SQL directly within the Claude Code environment.

AWS FDE for AI/ML

Builds production-ready AI/ML prototypes and POCs on AWS with cost optimization and Well-Architected best practices.

Generative AI & LLM Engineering

Builds production-grade AI applications using advanced RAG patterns, prompt engineering, and LLM orchestration frameworks.

Gemini CLI Integration

Integrates the Google Gemini CLI into Claude to provide large-context analysis, safe sandbox execution, and structured code modifications.

KINTSUGI GPU-Only SLURM Scheduling

Optimizes KINTSUGI batch processing by enforcing GPU-only SLURM scheduling to achieve up to 25x speedups over CPU fallback.

Weighted Autofluorescence Subtraction

Enhances multiplex immunofluorescence images by applying range-specific weights to remove background noise while preserving delicate biological signals.

Claude Prompt Engineer

Generates high-performance, structured prompts using official Anthropic conventions and 2025 best practices.

LangChain Reference Architecture

Implements production-ready architectural patterns and scalable designs for enterprise LangChain applications.