Data Science & ML Claude 技能

Spark Performance Optimizer

Optimizes Apache Spark jobs through advanced partitioning, memory management, and shuffle tuning to improve performance and scalability.

ADK Agent Engineer

Builds and deploys production-ready Agent Development Kit (ADK) agents with robust testing and multi-agent orchestration.

Excel Data Extraction & Transformation

Extracts, structures, and converts complex Excel data into developer-friendly JSON and CSV formats.

Data Analyst Export

Exports analysis results and query data into professional formats including CSV, JSON, Excel, and Markdown tables.

Excel Analysis

Analyzes, cleans, and visualizes Excel spreadsheet data using Python libraries like pandas and openpyxl.

RLM Reasoning for Large Context

Optimizes Claude's ability to process massive files and complex codebases using a recursive Probe-Extract-Confirm reasoning pattern.

Real-World Evidence Analysis in R

Generates real-world evidence from observational data using advanced R-based causal inference and target trial emulation techniques.

Vision & Multimodal Capabilities

Powers Claude with advanced visual perception to analyze images, process PDFs, and extract structured data from visual inputs.

Scanner PDF Analysis

Extracts tables, identifies sections, and summarizes content from complex PDF documents and technical reports.

Audio Normalize for Transcription

Preprocesses and normalizes audio files using FFmpeg to optimize them for high-accuracy speech-to-text transcription.

Advanced Adaptive Trial Design in R

Design, simulate, and analyze complex adaptive clinical trials using industry-standard R packages and Bayesian methods.

Scientific Peer Review Toolkit

Evaluates scientific manuscripts and grant proposals for methodological rigor, statistical accuracy, and reporting standards.

Advanced Excel & Financial Modeling

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

AI & ML Engineering

Builds production-grade AI systems using modern patterns like RAG, programmatic prompting, and Model Context Protocol (MCP).

Kaggle Competition Suite

Streamlines the end-to-end machine learning competition lifecycle including data handling, model training, and submissions.

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive capabilities to help AI agents optimize strategies through experience and pattern recognition.

R Network Meta-Analysis Toolkit

Performs comprehensive network meta-analyses in R using frequentist and Bayesian frameworks to compare multiple treatments simultaneously.

Agentica Multi-Agent Spawn

Instantiates sophisticated multi-agent architectures to handle complex reasoning, research, and implementation tasks.

AgentDB Vector Search

Implements high-performance semantic vector search and intelligent document retrieval for RAG-based Claude Code workflows.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for Large Language Model applications using automated metrics, human feedback, and rigorous benchmarking.

Research Paper Ingest

Converts research paper PDFs into structured, reproducible Markdown summaries for technical analysis and knowledge management.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for autonomous agents using the AgentDB vector engine.

AgentDB Memory Patterns

Manages persistent AI agent memory and reasoning patterns using high-performance vector storage and learning algorithms.

Bayesian Modeling in R

Builds and analyzes robust Bayesian statistical models using Stan-based R packages like brms and rstanarm.

Galaxy Benchmark Ground-Truth Expander

Refines and expands acceptable ground-truth tools for Galaxy tool recommendation benchmarks through manual validation and IO compatibility analysis.

Machine Learning Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation and training through to production deployment.

PDF Text Extraction for LLMs

Extracts and converts PDF documents into LLM-friendly formats like Markdown to support RAG pipelines and document analysis.

AI Assistant & Chatbot Developer

Builds sophisticated conversational interfaces and LLM-powered applications with advanced natural language understanding and context management.

Keiba Data Feature Builder

Automates the generation of analytical features from horse racing data stored in PostgreSQL databases.

Individual Participant Data (IPD) Meta-Analysis

Synthesizes patient-level data across multiple studies using advanced meta-analysis methods and R statistical frameworks.