Data Science & ML Claude 스킬

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to automated production deployment.

KINTSUGI TissUUmaps Export Pipeline

Automates the conversion of high-resolution microscopy images into web-optimized DZI tiles and .tmap project files for TissUUmaps visualization.

Prompt Engineering Patterns

Optimizes Large Language Model performance through advanced prompting patterns, systematic testing, and structured template systems.

Implement Paper From Scratch

Guides developers through the methodical, step-by-step implementation of research papers to ensure deep understanding and reproducible results.

Scientific Schematics & Diagrams

Generates publication-quality scientific diagrams and architectural schematics with automated AI quality review.

AI/ML Integration

Integrates cutting-edge AI and machine learning capabilities into applications using LLM APIs, vector databases, and RAG architectures.

Excel & Spreadsheet Automation

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

RAG Systems Engineer

Implements high-performance Retrieval-Augmented Generation systems by optimizing embeddings, chunking strategies, and vector search pipelines.

Advanced RAG Implementation

Implements high-performance Retrieval-Augmented Generation systems using sophisticated chunking, hybrid search, and reranking strategies.

Vector Index Tuning

Optimizes vector database performance by fine-tuning HNSW parameters, quantization strategies, and memory usage for high-scale search applications.

Prompt Engineer

Architects high-performance LLM prompts using structured patterns, few-shot examples, and systematic evaluation to maximize model reliability.

Advanced Prompt Engineering

Architects high-performance LLM prompts using structured design patterns and systematic evaluation techniques.

RAG Systems Engineer

Architects high-performance Retrieval-Augmented Generation systems using advanced embedding, chunking, and retrieval optimization strategies.

RAG Systems Architect

Architects high-performance Retrieval-Augmented Generation systems using advanced chunking strategies and optimized vector search algorithms.

Visual Plot Annotator

Modifies Matplotlib plots through visual browser-based annotations and AI-powered code updates.

BlockRun Multi-Model Bridge

Expands Claude's capabilities with native image generation, real-time social media data, and cross-model reasoning via an autonomous micropayment wallet.

RAG Implementation Expert

Implements sophisticated Retrieval-Augmented Generation patterns including semantic chunking, hybrid search, and reranking to improve LLM accuracy.

BlockRun for Claude

Extends Claude’s capabilities with real-time X/Twitter data, AI image generation, and multi-model routing via an integrated micro-payment wallet.

LLM Prompt Architect

Architects high-performance prompts and structured system instructions to optimize Large Language Model accuracy and reliability.

BlockRun

Expands Claude's capabilities with image generation, real-time X/Twitter data, and access to external LLMs via autonomous micropayments.

Academic Research Engineer

Applies uncompromising scientific rigor and theoretical correctness to complex software engineering and high-performance computing tasks.

BlockRun AI Multi-Model Bridge

Extends Claude’s capabilities with real-time X/Twitter data, autonomous image generation, and access to external LLMs through integrated micropayments.

BlockRun LLM Bridge

Extends Claude with real-time X/Twitter data, DALL-E image generation, and multi-model reasoning via a decentralized micropayment wallet.

Academic Research Engineer

Enforces absolute scientific rigor and theoretical correctness in software engineering and implementation tasks.

Prompt Engineering Patterns

Optimizes LLM performance and reliability using advanced prompting strategies, reasoning patterns, and systematic optimization techniques.

Excel & Financial Modeling

Automates the creation, editing, and analysis of professional Excel spreadsheets with dynamic formulas and industry-standard financial formatting.

Academic Research Engineer

Applies uncompromising scientific rigor and theoretical correctness to complex software engineering and high-performance implementation challenges.

AI Agent Architect

Designs and builds autonomous AI systems with sophisticated tool use, memory management, and multi-agent orchestration.

REDUCE & ReLie Basics

Bootstraps the REDUCE Computer Algebra System via Docker to perform Lie symmetry analysis on differential equations.

AI Product Engineering

Builds production-ready AI features using robust integration patterns, RAG architectures, and cost-optimized prompt engineering.