Data Science & ML Claude 技能

RAG Implementation & LLM Knowledge Integration

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

AI Service Authentication Manager

Configures authentication credentials for external AI services including OpenAI GPT and Google Gemini.

Data Visualization Creator

Transforms raw datasets into informative and visually compelling charts, plots, and graphs using intelligent automated selection.

Excel Data Analysis

Empowers Claude to perform sophisticated data analysis, transformation, and reporting using advanced Microsoft Excel techniques and Power Query.

Data Visualization Creator

Generates professional data visualizations, charts, and graphs from raw datasets to uncover patterns and insights automatically.

Alpha Decay Detector

Monitors and analyzes trading strategy performance to identify statistical alpha decay and regime changes.

Colab Notebook Development Pattern

Standardizes the creation of Google Colab notebooks for machine learning and trading experiments using a high-performance template.

Trading Bot Prediction Optimizer

Fixes prediction failures and optimizes data fetching logic for live algorithmic trading systems.

Clustering Algorithm Runner

Executes machine learning clustering algorithms to identify patterns, groups, and anomalies within complex datasets.

Clustering Algorithm Runner

Executes sophisticated clustering algorithms on datasets to uncover hidden patterns, identify data groupings, and detect anomalies.

RL Agent Validation Framework

Conducts rigorous A/B testing and cost-benefit analysis to validate the impact of Claude-driven agents on reinforcement learning model performance.

KINTSUGI TissUUmaps Export Pipeline

Automates the conversion of high-resolution microscopy images into web-optimized DZI tiles and .tmap project files for TissUUmaps visualization.

Sociology Interview Analyst

Facilitates rigorous qualitative analysis of interview data through systematic coding, theoretical synthesis, and evidence-based interpretation.

Dask Performance Optimization

Optimizes Dask distributed computing performance through advanced cluster tuning, memory management, and task graph refinement.

Graceful Failure Coding Pattern

Implements the Norvig pattern of returning sentinel values instead of exceptions for natural algorithmic failures.

Scientific Literature Reviewer

Automates systematic literature reviews by searching academic databases, synthesizing findings, and generating publication-ready documents with verified citations.

Scientific Research Lookup

Conducts real-time academic research and literature reviews using Perplexity’s advanced Sonar models with automated citation generation.

R ggplot2 Data Visualization

Streamlines R data visualization workflows with expert guidance on ggplot2 4.0 features and grammar of graphics implementation.

AI Product Engineering

Builds production-grade AI features using robust LLM integration patterns, prompt versioning, and cost-optimized RAG architectures.

NumPy Low-Level Optimization

Optimizes NumPy performance through advanced memory management, stride manipulation, and zero-copy operations.

AI Product Engineering

Implements production-grade LLM integration patterns, scalable prompt engineering, and cost-optimized AI architectures.

Vector Index Tuning

Optimizes vector database performance by fine-tuning HNSW parameters, quantization strategies, and memory usage for high-scale search applications.

Excel & Spreadsheet Automation

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

Generative AI & LLM Engineering

Builds production-grade AI applications using advanced RAG patterns, prompt engineering, and LLM orchestration frameworks.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to automated production deployment.

Autonomous Agent Architect

Builds reliable AI agents using robust patterns like ReAct and Plan-Execute while prioritizing guardrails and self-correction.

Qiskit Quantum Computing

Facilitates the design, simulation, and execution of quantum circuits and algorithms using IBM's Qiskit framework.

RAG Systems Engineer

Implements high-performance Retrieval-Augmented Generation systems by optimizing embeddings, chunking strategies, and vector search pipelines.

Data Visualization Expert

Transforms complex datasets into clear, actionable visual insights and professional dashboard designs.

Advanced RAG Implementation

Implements high-performance Retrieval-Augmented Generation systems using sophisticated chunking, hybrid search, and reranking strategies.