Data Science & ML Claudeスキル

Hummingbot Trading Bot Expert

Provides comprehensive assistance for building, configuring, and optimizing automated crypto trading strategies using the Hummingbot framework.

Excel & Spreadsheet Management

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

Life Science Literature Explorer

Automates the discovery, extraction, and visualization of open-access life science research from PubMed and Europe PMC.

Rust Machine Learning

Builds high-performance machine learning systems and AI inference pipelines using Rust's memory-efficient ecosystem.

DTS (Data Tool Suite)

Facilitates observable data exploration and dbt project analysis through a structured SQL query and interpretation workflow.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompting techniques like few-shot learning and chain-of-thought reasoning.

MLOps Pipeline Orchestrator

Build, automate, and manage end-to-end MLOps pipelines from data ingestion through production deployment.

Nixtla Uncertainty Quantifier

Quantifies forecast uncertainty by generating prediction intervals and confidence bands for time series models using conformal prediction.

Nixtla Time Series Model Selector

Automatically selects and executes the optimal forecasting engine between StatsForecast and TimeGPT based on your data's unique characteristics.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain patterns for autonomous agents, conversational memory, and complex workflow orchestration.

Gemini LLM Integration

Integrates Google Gemini models into Claude Code for advanced reasoning, multimodal analysis, and high-speed text generation using the google-genai SDK.

Nixtla Forecast Explainer

Generates plain-English narratives and executive summaries from TimeGPT forecast results to bridge the gap between data science and business stakeholders.

AgentDB Advanced Operations

Master advanced vector database operations, including distributed QUIC synchronization and hybrid search for high-performance AI applications.

LangChain Architecture Design

Architects and implements sophisticated LLM applications using the LangChain framework for agents, memory management, and complex AI workflows.

ArXiv Paper Researcher

Automatically downloads, parses, and summarizes ArXiv research papers to provide actionable insights for your project.

RAG Implementation & Semantic Search

Builds advanced Retrieval-Augmented Generation (RAG) systems using vector databases, semantic search, and sophisticated retrieval patterns for grounded AI applications.

Feature Engineering Toolkit

Automates the creation, selection, and transformation of data features to optimize machine learning model performance.

Doublet Physics & Streamline Modeling

Validates and reasons through 2-D injection-production doublet models using advanced streamline methods and transport physics.

Excel DCF Modeler

Builds professional investment banking-grade discounted cash flow (DCF) valuation models in Excel with automated financial projections and sensitivity analysis.

Model Versioning Tracker

Tracks and manages AI/ML model versions, lineage, and performance metrics within your development workflow.

MCM-C Model Validator

Audits mathematical modeling results for MCM/ICM Problem C to ensure logical consistency and model stability.

AI Governance & Safety

Enforces safety protocols, human-in-the-loop approval flows, and comprehensive audit logs for autonomous AI agents.

Excel Variance Analyzer

Automates financial budget vs. actual variance analysis in Excel with professional reporting, materiality flagging, and executive summaries.

Prompt Engineer & LLM Specialist

Architects advanced LLM prompts, RAG systems, and fine-tuning workflows to build production-grade AI applications.

R Tidy Modeling Evaluation

Evaluates machine learning models in R using yardstick and tidymodels patterns for classification and regression tasks.

Keiba Data Feature Builder

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

AI Assistant & Chatbot Developer

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

PDF Text Extraction for LLMs

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

ReasoningBank with AgentDB

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

Research Paper Ingest

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