Data Science & ML Claude 스킬

Lateral Thinking Specialist

Facilitates breakthrough problem-solving by applying first-principles reasoning and cross-domain analogies to overcome complex technical bottlenecks.

Methodology Design Specialist

Provides PhD-level guidance for selecting, designing, and validating academic and scientific research methodologies.

Everyrow AI Data Processing

Integrates AI-powered qualitative analysis into Python pandas workflows for intelligent data sorting, deduplication, and merging.

Co-Researcher Orchestrator

Facilitates PhD-level academic research by managing specialized methodology skills and enforcing rigorous scientific standards.

Academic Peer Reviewer

Provides rigorous, PhD-level critiques of academic manuscripts and research methodologies to ensure high-impact scholarly standards.

Python Performance Optimizer

Profiles and optimizes Python code to identify bottlenecks, reduce latency, and minimize memory consumption using industry-standard tools.

LLM Task Delegation Core

Orchestrates task delegation to external LLM services by offloading high-token execution while maintaining central reasoning within Claude.

Prompt Engineering Expert

Optimizes AI prompts using research-backed frameworks and production-ready templates to ensure high-quality, cost-effective model outputs.

Pipeline Architecture & ETL Design

Implements robust pipes-and-filters architectures for complex ETL, media processing, and data transformation workloads.

LLM Architect

Designs, optimizes, and deploys scalable large language model architectures and high-performance RAG systems.

Context Engineering for AI Agents

Optimizes LLM context windows by implementing sophisticated trimming, summarization, and memory management strategies for AI agents.

PyTorch Deep Learning

Build, train, and optimize high-performance neural networks using the PyTorch deep learning framework.

LiteLLM Interface

Simplifies LLM interactions by providing a unified Python interface for 100+ AI providers with consistent OpenAI-format syntax.

QLoRA Fine-Tuning

Enables memory-efficient fine-tuning of large language models using 4-bit quantization and LoRA adapters.

Mozilla Llamafile Integration

Configures and manages local LLM inference using Mozilla Llamafile to provide offline, OpenAI-compatible AI capabilities.

LoRA Fine-Tuning Expert

Implements parameter-efficient fine-tuning using Low-Rank Adaptation (LoRA) to specialize large language models with minimal resource overhead.

Model Intelligence & Detection

Optimizes agent behavior by automatically identifying the active LLM and adjusting execution configurations for maximum cross-model compatibility.

ML Data Pipeline Architecture

Optimizes ML data workflows using Polars, Arrow, and ClickHouse for high-performance, memory-efficient pipeline development.

PubMed Search

Searches the PubMed biomedical database using natural language queries and semantic retrieval for full-text literature access.

MedRxiv Search

Searches the medRxiv database for medical and health sciences preprints using natural language semantic queries.

DrugBank Search

Performs semantic natural language searches across the comprehensive DrugBank database for drug mechanisms, interactions, and pharmacology data.

Drug Discovery Search

Accelerates pharmaceutical research by enabling semantic natural language search across ChEMBL, DrugBank, Open Targets, and FDA drug labels.

ML Fail-Fast Validation

Implements validation patterns to catch machine learning errors early and prevent wasted GPU resources during long-running experiments.

arXiv Search

Performs semantic, natural language searches across the complete arXiv preprint archive for physics, math, and computer science research.

Biomedical Search

Conducts comprehensive, natural language semantic searches across major biomedical databases like PubMed, ClinicalTrials.gov, and FDA labels.

FDA Drug Labels Search

Searches the official FDA drug labels database using natural language queries to retrieve prescribing information, safety data, and dosing guidelines.

Open Targets Search

Performs natural language semantic searches across the Open Targets database for drug-disease associations and target validation.

Clinical Trials Search

Enables natural language searching of ClinicalTrials.gov to find study outcomes, recruitment status, and medical intervention data.

BioRxiv Scientific Search

Enables natural language semantic search across the complete bioRxiv database of biological science preprints.

ChEMBL Semantic Search

Searches the ChEMBL database of bioactive molecules and drug targets using natural language queries.