Data Science & ML Claude 技能

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.

HAIPipe Case Processing (Layer 3)

Transforms temporal RecordSets into event-triggered CaseSets for machine learning feature extraction.

Solar Data Downloader

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

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 Review Training Extractor

Extracts structured training pairs from academic peer reviews and source documents to build high-quality datasets for LLM fine-tuning.

Theory2 Physics & Math Tooling

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

Production Python Developer

Develops production-grade Python code with a focus on type safety, fail-fast logic, and rigorous testing for research environments.

GEPS v5: Evolutionary Portfolio Search

Automates multi-stage research idea generation and evaluation using graph-guided search and tournament-style ranking.

Ground Truth Labeling

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

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.

ctrlsys Control Theory & Systems Engineering

Provides expert guidance and routine lookup for the ctrlsys control systems library, covering LQR design, Kalman filtering, and system identification.

Academic Evaluation & Display

Automates the generation of publication-ready tables and figures from model performance data for academic research.

Clustering Illusion Analyzer

Identifies and mitigates the tendency to see meaningful patterns in random data streaks or clusters.

Convolutional Debate Agent

Enhances decision-making through a multi-model adversarial reasoning protocol and reliability-weighted aggregation.

HAIPipe NN ModelSet & Pipeline Orchestrator

Orchestrates neural network training, evaluation, and deployment through a model-agnostic pipeline and standardized asset packaging system.

Training Set Builder

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

Survivorship Bias Thinking Pattern

Enables Claude to identify and mitigate logical errors caused by focusing on visible successes while ignoring hidden failures.

Regression to the Mean Thinking Pattern

Enhances decision-making by identifying statistical reversion in performance data and preventing false causal interpretations.

Survey Report Builder

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

Batch Serving ML Pattern

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

HAIPipe ML Data Preparation

Transforms structured CaseSets into ML-ready datasets with automated splitting, feature engineering, and vocabulary management.

Paper Incubator

Automates the creation and interactive refinement of LaTeX academic paper drafts from research data and architectural blueprints.

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.

Aristotle Mathematical Prover

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

AI Agents Architect

Architects autonomous AI agent systems using structured reasoning patterns, memory management, and resilient tool integration.

PubMed Research

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