Data Science & ML Claudeスキル

Document Parsing & Extraction

Extracts text, tables, and metadata from PDF, DOCX, and HTML documents to power RAG pipelines and data processing workflows.

ElevenLabs Speech-to-Text Integration

Integrates ElevenLabs Scribe v1 for high-accuracy speech-to-text transcription across 99 languages with speaker diarization.

Gemma 3 270M Integration Template

Streamlines the integration and testing of Gemma 3 270M models within the Claude Code environment.

LlamaIndex RAG Patterns

Implements production-ready RAG pipelines and advanced retrieval strategies using LlamaIndex templates and scripts.

Mem0 Memory Design Patterns

Architects scalable AI memory systems with optimized retention, storage backends, and multi-level context patterns.

Harmonic Insight AI Assistant

Standardizes the implementation of Claude-powered AI assistants across the Insight Business Suite with built-in persona systems and BYOK management.

RAG Chunking Strategies

Implements and benchmarks advanced document chunking strategies to optimize retrieval performance and context preservation in RAG pipelines.

Cloud GPU Configurator

Configures cloud GPU environments and provides selection guidance for Modal, Lambda Labs, and RunPod platforms.

OpenRouter Model Routing Patterns

Implements intelligent model routing strategies to optimize for cost, performance, and reliability when building AI applications with OpenRouter.

ML Integration Helpers

Deploys machine learning models into full-stack applications using production-ready FastAPI endpoints, Next.js UI components, and Supabase schemas.

Teradata SVM Classification

Automates the end-to-end Support Vector Machine (SVM) workflow for linear and non-linear classification tasks within Teradata Vantage.

LangChain Application Architect

Architects sophisticated LLM applications using the LangChain framework to implement agents, memory management, and complex workflow chains.

RAG Implementation Toolkit

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in proprietary knowledge.

BUGS/JAGS Bayesian Modeling

Simplifies the creation and review of Bayesian models using BUGS and JAGS declarative syntax and precision parameterization.

Training Curve Interpreter

Analyzes machine learning training logs to visualize loss curves, detect training issues, and provide diagnostic insights.

Gemini Document Processing

Integrates Google Gemini's native vision capabilities to analyze, summarize, and extract structured data from complex PDF documents.

STC Methodology for Biostatistics

Guides the implementation and review of Simulated Treatment Comparisons (STC) using NICE DSU TSD 18 compliant methodologies.

PyMC 5 Fundamentals

Facilitates the creation, review, and optimization of Bayesian models using PyMC 5 and ArviZ diagnostics.

Conversation Memory

Implements sophisticated persistent memory systems to help AI assistants retain context and user information across multiple interactions.

MAIC Biostatistics Methodology

Provides expert guidance and best practices for conducting Matching-Adjusted Indirect Comparisons (MAIC) in biostatistical research.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying the conda and PyPI ecosystems using the Rust-based Pixi tool.

Prompt Engineering Patterns

Optimizes LLM interactions through advanced prompting techniques like few-shot learning, chain-of-thought, and systematic template design.

PubMed Multi-Source Academic Search

Integrates multiple academic databases including PubMed, Semantic Scholar, and OpenAlex for comprehensive literature reviews and full-text retrieval.

Python Anti-Slop

Enforces production-grade Python standards by eliminating generic AI coding patterns through PEP 8 compliance, rigorous type hinting, and pandas best practices.

Academic Research Data Analyst

Streamlines academic research data analysis by enforcing reproducible dbt pipelines and interactive Streamlit dashboards.

Advanced Excel & Spreadsheet Manager

Automates the creation, modification, and analysis of professional spreadsheets with a focus on dynamic formulas and industry-standard financial modeling.

Excel to Markdown Reader

Converts Excel (.xlsx) spreadsheets into clean Markdown tables for seamless data analysis and documentation.

Tidymodels Recipe Patterns

Streamlines feature engineering in R using standardized preprocessing patterns for the recipes package.

Trading Signal Generator

Generates high-conviction trading signals and technical analysis reports using multi-indicator market scanning.

Excel & Spreadsheet Power Tools

Automates the creation, editing, and analysis of professional Excel spreadsheets with dynamic formulas and industry-standard formatting.