Data Science & ML Claude 技能

LabArchives Integration

Integrates with LabArchives Electronic Lab Notebook (ELN) via REST API to automate research documentation, data uploads, and notebook management.

Open Targets Drug Discovery

Accesses the Open Targets Platform to identify therapeutic targets, analyze disease associations, and evaluate drug tractability.

Value Pluralism Resolver

Resolves conflicts between competing ethical and technical values through a structured pluralistic analysis framework.

AI & LLM Integration

Builds production-ready AI applications including RAG systems, vector search, and multi-provider LLM orchestrations.

Prompt Engineering Expert

Provides expert guidance and implementation patterns for crafting highly effective LLM prompts using advanced techniques like chain-of-thought and few-shot learning.

Claude Model Selection

Guides the selection of the optimal Claude model for custom agent tasks based on cost, speed, and reasoning requirements.

System Prompt Engineering

Architects high-impact system prompts to define agent identity, rules, and behavior patterns for custom AI assistants.

AI Multimodal Processing

Leverages Google Gemini API to process and analyze audio, video, images, and documents directly within Claude.

Gemini CLI Integration

Integrates Google's Gemini models into the Claude Code workflow to handle massive context windows and multimodal file processing.

Cognitive Baseline Evaluator

Evaluates AI alignment and protocol adherence through the Joseph Cognitive Baseline v2.1 test suite.

Excel & Data Spreadsheet Specialist

Automates complex spreadsheet creation, data analysis, and financial modeling with professional-grade formatting and formula integrity.

CSV Data Analyzer

Analyzes CSV datasets using Python pandas to extract statistical insights, detect patterns, and identify data quality issues.

Gemini Real Adapter

Facilitates direct integration with the Google Gemini API for multi-modal content handling and context management within multi-model infrastructures.

ML Training Debugger

Diagnoses and resolves machine learning training failures like loss divergence and gradient issues through automated artifact analysis.

Denmark Statistics Subject Explorer

Navigates and explores the Denmark Statistics (DST) subject hierarchy to discover specific fact tables and data categories.

Advanced XLSX Spreadsheet Automation

Automates professional-grade spreadsheet creation, editing, and analysis with a focus on formula integrity and financial modeling standards.

Excel & Financial Modeling

Creates and manages professional spreadsheets with dynamic formulas, financial formatting standards, and advanced data analysis capabilities.

Data Wrangler

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

RAG Manager

Manages Retrieval-Augmented Generation (RAG) indices to enable semantic search capabilities over BigQuery datasets.

Basilica CLI Helper

Rent high-performance GPUs and manage machine learning training jobs on Basilica's decentralized compute marketplace.

RAG Implementation Guide

Builds advanced Retrieval-Augmented Generation (RAG) systems to ground LLM responses with external document knowledge and vector search.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and comparative benchmarking.

LangChain Application Architecture

Architects and implements sophisticated LLM applications using LangChain for agents, memory management, and complex workflows.

ML Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment.

Prompt Engineering Patterns

Optimizes Large Language Model performance through advanced prompting techniques like few-shot learning and chain-of-thought reasoning.

Crypto Data Extraction

Extracts and normalizes multi-exchange market data, technical indicators, and social sentiment for comprehensive crypto analysis.

AI Multimodal Processing

Integrates Google Gemini's multimodal capabilities to process audio, video, images, and documents directly within the Claude Code environment.

Snowflake Marketing Analytics Navigator

Navigates and queries RDC's Snowflake data warehouse for marketing, clickstream, and lead attribution analysis using built-in business logic.

Google Gemini AI & Multimodal Tools

Integrates Google Gemini's multimodal analysis, massive context processing, and image generation capabilities directly into Claude Code.

Jelly XLSX Specialist

Automates professional spreadsheet creation, data analysis, and financial modeling with industry-standard formatting and error-free formula calculation.