Data Science & ML Claudeスキル

Prompt Engineering Expert

Transforms Claude into a specialized prompt architect for designing, optimizing, and debugging complex AI instructions and agent behaviors.

Opentrons Lab Automation

Automates laboratory liquid handling workflows by generating and optimizing Opentrons Protocol API v2 scripts for Flex and OT-2 robots.

Financial Modeling

Builds comprehensive financial models including DCF analysis, sensitivity testing, and Monte Carlo simulations for investment and valuation decisions.

XGBoost & LightGBM ML Toolkit

Implements industry-standard gradient boosting algorithms for high-performance machine learning on tabular and structured datasets.

Multi-Agent System Orchestrator

Orchestrates sophisticated multi-agent systems with intelligent routing, handoffs, and collaborative workflows across AI providers.

KINTSUGI SLURM Channel Naming

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

Adaptive Training Plan Adjuster

Recalibrates upcoming training sessions dynamically based on recent performance, user feedback, and safety constraints.

CODEX Experiment JSON Parser

Translates CODEX/Akoya experiment.json metadata into the KINTSUGI ExperimentConfig format with precise field and wavelength mapping.

Advanced Excel & Spreadsheet Automator

Automates the creation, editing, and analysis of professional spreadsheets with support for complex formulas and financial modeling standards.

Vertex AI Media Master

Automates Google Vertex AI multimodal operations to process, analyze, and transform media content within your development environment.

AI Prompt Architect

Architects high-performance AI prompts using advanced complexity-based standards, attention management, and structural optimization patterns.

Architecting Memory

Designs and implements evolutionary persistent memory architectures for AI agent systems using RAG and Knowledge Graphs.

AI Multimodal Content & Analysis

Integrates Google Gemini's advanced multimodal capabilities to process, analyze, and generate professional audio, image, and video content directly within your workflow.

HPC Batch Staging & Rsync Patterns

Optimizes large-scale data staging on HPC environments using rsync, bash, and SLURM to ensure data integrity and script reliability.

Koog AI Agent Framework

Builds sophisticated AI agents with tool-calling capabilities and multi-provider LLM integration using a Kotlin-native framework.

Stock Picker

Screens and analyzes stocks using quantitative multi-factor models to identify high-potential investment opportunities.

Trading Performance Analysis

Analyzes Interactive Brokers CSV statements to uncover trading edges, identify risk management patterns, and generate professional performance reports.

Excel & Spreadsheet Expert

Creates, modifies, and analyzes Excel spreadsheets with production-grade formulas, professional formatting, and financial modeling standards.

Kymera Mean-Reversion Optimizer

Optimizes mean-reversion trading strategy parameters through real-time performance analysis and pattern identification.

Anomaly Detection System

Identifies unusual patterns and outliers in complex datasets using advanced machine learning algorithms.

Hydrological Forecasting Suite

Performs hydrological modeling and streamflow forecasting using Julia-based classical and machine learning models.

Sentiment Analysis Tool

Analyzes text data to identify emotional tone and classify sentiment as positive, negative, or neutral.

Kokoro Local Text-to-Speech

Converts text and long-form markdown documents into high-quality audio locally using the Kokoro-82M model optimized for Apple Silicon.

Molecular Featurization (Molfeat)

Provides a comprehensive suite of 100+ molecular featurizers for converting chemical structures into machine learning-ready numerical representations.

AI Prompt Engineering & Optimization

Optimizes LLM prompts to minimize token usage, reduce operational costs, and enhance model response quality through automated refinement.

AI Prompting Standards

Optimizes AI agent performance through Anthropic-based context engineering and prompt structure standards.

KINTSUGI SLURM Workflow Guide

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

LaminDB Biological Data Management

Manage, validate, and trace biological datasets using a FAIR-compliant data framework and standardized biological ontologies.

Prompt Optimizer for AI & ML

Refines and compresses LLM prompts to minimize token usage, lower operational costs, and maximize response quality.

Slurm Concurrent GPU+CPU Processing

Maximizes HPC throughput by orchestrating concurrent GPU and CPU batch processing across multiple SLURM accounts.