Data Science & ML Claude 技能

SSW Solar Data Preprocessing

Transforms raw SDO/AIA solar observation data into standardized, ML-ready formats through automated calibration and registration pipelines.

Excel Interactive Agent

Enables Claude to interactively explore, analyze, and modify open Microsoft Excel workbooks using natural language commands.

SSW Solar Machine Learning

Develops and deploys deep learning models for solar physics using preprocessed Sun and Space Weather data.

Pegasus Workflow Converter

Converts Snakemake and Nextflow pipelines into robust Pegasus workflows for high-performance computing environments.

Solar Data Downloader

Downloads solar observation data from SDO, STEREO, and Solar Orbiter missions for scientific analysis and machine learning.

Ground Truth Labeling

Establishes rigorous and defensible ground truth labels for evaluation datasets based on authoritative guidelines.

Theory2 Physics & Math Tooling

Performs advanced mathematical physics computations, symbolic algebra, and automated theorem proving using the Theory2 suite.

Batch Serving ML Pattern

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

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.

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.

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.

Stable Baselines3 Reinforcement Learning

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

Training Set Builder

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

Trading Risk Sizing Optimizer

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

Fat Tails Risk Analysis

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

Extremizing Forecasts

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

Geohash Coloring Skill

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