Data Science & ML Claude 스킬

Prompt Engineering Patterns

Optimizes AI responses using advanced prompting techniques like chain-of-thought, few-shot learning, and structured system designs.

RunPod Model Uploader

Automates the transfer of HuggingFace models to RunPod Network Volumes via Google Colab to minimize GPU billing costs.

Hydra Experiment Setup

Standardizes machine learning experiment management using Hydra and OmegaConf configuration patterns.

LangChain Architecture Pro

Architects sophisticated LLM applications using LangChain's agents, memory systems, and complex chain integration patterns.

SHAP Model Interpretability

Explains machine learning model predictions and feature importance using mathematically grounded Shapley values and high-impact visualizations.

ESM Protein Design & Analysis

Empowers protein engineering and biological research through state-of-the-art ESM3 generative models and ESM C embeddings.

LangChain Reference Architecture

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

OpenAlex Academic Literature

Queries and analyzes the OpenAlex database to search scholarly literature, track citations, and perform bibliometric analysis.

AI Agents Architect

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

AI Agents Architect

Architects and implements robust autonomous AI agents with sophisticated tool use, memory systems, and multi-agent orchestration.

Advanced Excel & Spreadsheet Engineering

Creates, modifies, and analyzes professional Excel spreadsheets with automated formula recalculation and industry-standard financial formatting.

Senior Computer Vision Engineer

Architects and deploys production-grade computer vision systems including object detection, segmentation, and real-time video processing using state-of-the-art AI models.

Ollama AI Inference Manager

Manages local LLM inference via Ollama to optimize model selection, prompt engineering, and token utilization for offline-first AI applications.

Flow Nexus Neural Networks

Trains and deploys complex neural network architectures within distributed E2B sandbox environments using Flow Nexus.

Trading Agent Validation v4.3.0

Optimizes reinforcement learning agents by refining validation gates, disabling harmful entropy adjustments, and implementing cross-run memory.

Bioinformatics & Genomic Data (gget)

Provides a unified interface for rapid bioinformatics queries across 20+ genomic databases including Ensembl, AlphaFold, and NCBI.

Running Readiness Check

Evaluates athlete health signals and training load to provide conservative pre-run activity recommendations.

Run-Smart AI Skill Registry

Manages the discovery, safety guardrails, and shared contracts for Run-Smart AI coaching skills.

Review Iteration

Performs structured, read-only analysis of pipeline results to diagnose model failures and map error patterns without modifying files.

AlphaFold Database Access

Accesses and analyzes over 200 million AI-predicted protein structures for drug discovery and structural biology research.

Market Researcher

Conducts comprehensive market analysis, industry trend tracking, and market sizing calculations to drive data-informed business decisions.

Denario AI Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Excel & Spreadsheet Master

Automates professional Excel spreadsheet creation, financial modeling, and data analysis with error-free formula verification.

Scientific Exploratory Data Analysis

Performs comprehensive exploratory data analysis on over 200 scientific file formats to generate detailed quality reports and statistical summaries.

Gtars Genomic Analysis

Performs high-performance genomic interval analysis, overlap detection, and machine learning tokenization using Rust-powered tools.

PDF Document Automation

Enables programmatic PDF manipulation, data extraction, and document creation using professional Python and command-line tools.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

Data Commons Client

Accesses and analyzes global public statistical data through the Data Commons knowledge graph and Python API.

Scientific Critical Thinking & Research Rigor

Evaluates scientific research rigor by assessing methodology, statistical validity, and bias through established frameworks like GRADE and Cochrane ROB.

Market Research Report Generator

Generates comprehensive, 50+ page professional market research reports with consulting-grade analysis and high-fidelity visualizations.