Data Science & ML Claude 스킬

Video Analysis Toolkit

Analyzes and extracts structured insights from video files using AI-powered understanding and timestamped key moment identification.

Whisper Audio Transcriber

Converts audio and video files into text transcripts with word-level timestamps using WhisperX.

Trading Risk Sizing Optimizer

Refactors trading system logic to transform rigid trade rejections into intelligent, constraint-based position sizing.

Gemini Audio Integration

Implements comprehensive audio processing and text-to-speech generation using the Google Gemini API.

Media Understanding & Analysis

Analyzes and extracts insights from images, videos, and audio files using advanced AI models.

Data Visualization Creator

Transforms raw datasets into professional-grade charts, graphs, and visual plots using intelligent data analysis.

Whisper Audio Transcription

Transcribes audio files locally using whisper.cpp with CUDA acceleration for high-performance speech-to-text conversion.

Experiment Log

Tracks experiment parameters, results, and environment snapshots to ensure full reproducibility and systematic iteration.

Pareidolia Pattern Analysis

Prevents false positive pattern recognition in data and visual analysis by distinguishing genuine signals from cognitive illusions.

OpenAI Platform Integration

Facilitates the development of AI-powered applications using the OpenAI SDK, covering GPT-5 models, Responses API, and advanced tool calling.

Academic Research Data Analyst

Streamlines academic research data analysis by enforcing reproducible dbt pipelines and interactive Streamlit dashboards.

Academic Data Analyst

Facilitates reproducible academic research and data pipelines using dbt and Streamlit while enforcing rigorous data integrity standards.

Training Set Builder

Extracts structured training examples from document sets to create high-quality datasets for teaching LLMs specific tasks or styles.

Stable Baselines3 Reinforcement Learning

Implements and optimizes reinforcement learning workflows using the Stable Baselines3 PyTorch library.

Gödel Machine Self-Optimizer

Implements self-improving code architectures that use formal proofs and evolutionary search to safely enhance system utility.

ML Batch Processing Pattern

Implements a decoupled architecture for pre-computing machine learning predictions at scheduled intervals to optimize costs and serving latency.

Batch Serving ML Pattern

Implements high-throughput machine learning inference patterns for processing large-scale datasets on a scheduled basis.

Confidence Intervals Thinking Pattern

Quantifies uncertainty in estimates by generating plausible ranges to enable more reliable data-driven decision making.

Quarto Survey Analysis Setup

Initializes a professional Quarto environment for survey data analysis using Python, uv, and Typst PDF pipelines.

Fat Tails Risk Analysis

Identifies and manages risks in fat-tailed distributions where extreme events occur more frequently than standard models predict.

Survey Report Builder

Automates the generation of professional Quarto PDF reports and PowerPoint presentations from CSV survey data.

Geohash Coloring Skill

Implements hierarchical spatial indexing with deterministic GF(3) color derivation for geospatial analysis and visualization.

Extremizing Forecasts

Adjusts and optimizes aggregated probability forecasts to compensate for crowd conservatism and improve predictive accuracy.

Megatrends Analysis

Identifies long-term societal and structural shifts through bottom-up pattern detection and massive data aggregation.

PubMed Research

Conducts professional-grade biomedical literature searches and manages citations using the PubMed database.

Ruvector Memory Conventions

Standardizes vector memory workflows and MCP tool interactions for persistent codebase intelligence and context management.

Monte Carlo Simulation

Quantifies uncertainty and assesses risk distributions by running thousands of probabilistic scenarios with random variable inputs.

Autocatalytic Sets Mental Model

Analyzes and designs self-sustaining systems through the lens of collective catalysis and network closure.

Ask Gemini Collaboration

Enables seamless model-to-model collaboration by delegating research, code reviews, and architectural validation to Google Gemini.

Aristotle Mathematical Prover

Verifies mathematical claims and generates Lean 4 formal proofs or counterexamples using the Harmonic Aristotle API.