Data Science & ML Claude 技能

BayesFlow Adapter Orchestrator

Streamlines the creation and debugging of data preprocessing pipelines for BayesFlow simulation-based inference.

BayesFlow Keras-Ops

Standardizes tensor operations using Keras 3 backend-agnostic math to ensure compatibility across PyTorch, JAX, and TensorFlow.

BayesFlow Packaging Specialist

Enforces best practices for BayesFlow extension packages, including src-layout, dependency management, and API exports.

ML Experiment Tracking Setup

Automates the configuration of MLflow and Weights & Biases to track machine learning parameters, metrics, and artifacts.

Audio Transcriber

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

Media Understanding & Analysis

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

CSV Data Visualizer

Transforms raw CSV data into interactive Plotly visualizations, comprehensive statistical reports, and professional multi-plot dashboards.

Business Analytics Reporter

Generates comprehensive business performance reports and strategic recommendations from sales and revenue data.

Vector Index Tuning

Optimizes vector search performance and resource efficiency for production-scale LLM applications.

AI Embedding Strategies

Optimizes vector search and RAG applications by implementing advanced embedding model selection and chunking strategies.

Data Quality Frameworks

Implements robust data validation and quality assurance using Great Expectations, dbt tests, and data contracts.

Paper Finder

Streamlines academic literature review and research paper discovery with automated prioritization and screening workflows.

ML Pipeline Workflow

Build and automate end-to-end MLOps pipelines from data preparation and model training to production deployment.

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation (RAG) systems to ground LLM responses in external knowledge bases and private documentation.

Advanced Excel & Spreadsheet Automation

Automates professional-grade spreadsheet creation, financial modeling, and data analysis with formula preservation and industry-standard formatting.

Hybrid Search Implementation

Combines vector similarity and keyword-based search to improve retrieval accuracy and recall in RAG systems.

Quantitative Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics and performance indicators to enhance financial risk management and reporting.

AI Agent Orchestration

Orchestrates complex multi-agent systems using specialized patterns for dynamic reasoning and deterministic workflows.

Vertex AI RAG Patterns

Implements Retrieval-Augmented Generation (RAG) using the Vertex AI Engine to ground agent responses in private data sources.

ADK Fundamentals

Accelerates Google Agent Development Kit (ADK) projects with standardized environment setup, Vertex AI configuration, and robust agent scaffolding.

ADK Agent Fundamentals

Streamlines the creation and configuration of production-grade AI agents using the Google Agent Development Kit (ADK) and Vertex AI.

Intelligent RAG Ingestion

Optimizes document chunking and embedding workflows for high-performance RAG systems using Vertex AI.

BayesFlow Adapter Assistant

Streamlines the creation and debugging of BayesFlow data preprocessing pipelines for simulation-based inference.

BayesFlow GPU Memory Manager

Optimizes GPU memory usage and automates recovery from CUDA out-of-memory errors during BayesFlow training.

PaperBanana Scientific Illustration Generator

Generates publication-ready scientific diagrams and statistical plots for academic papers using a multi-agent pipeline.

Scientific PDF & Schematic Toolkit

Automates PDF manipulation and generates publication-quality scientific diagrams for advanced technical documentation.

Sibyl Optimist Analyst

Analyzes experimental results from a positive perspective to identify growth opportunities and successful patterns.

Sibyl Methodologist

Evaluates the internal validity, external validity, and reproducibility of experimental methodologies within research and data science workflows.

Sibyl Revisionist Agent

Refines technical hypotheses and proposes strategic modifications based on experimental outcomes and system data.

Sibyl Experiment Planner

Generates rigorous, reproducible experimental plans and resolves GPU infrastructure issues for data science workflows.