Data Science & ML Habilidades de Claude

AI Agent Prompt Patterns

Provides structured patterns and best practices for crafting reliable system prompts for AI agents.

Kie AI Video Generator

Generates high-quality AI videos using a unified interface for state-of-the-art models like Google Veo, OpenAI Sora, and Kling.

LangChain Architecture Design

Architect sophisticated LLM applications using LangChain's agents, memory systems, and complex chain patterns.

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation systems to ground LLM responses with external knowledge and semantic search.

Treasure Data Agent Development

Develops and manages sophisticated LLM agents within the Treasure Data ecosystem using a YAML-based configuration workflow.

Julia Style Guide for Mycelia

Enforces strict Julia coding standards and import rules for high-performance multiomic analysis and biological data integration.

OpenDART Korean Corporate Data

Retrieves and analyzes South Korean corporate disclosures, financial statements, and shareholder reports via the OpenDART REST API.

OrcaFlex Model Generator

Automates the construction of complex OrcaFlex offshore engineering models using a modular component assembly approach and pre-validated templates.

R Performance Optimizer

Optimizes R code through professional profiling, benchmarking, and implementation of high-performance backend patterns.

R Package Development Guide

Provides expert guidance and implementation patterns for building robust, CRAN-compliant R packages.

arXiv Research Assistant

Searches and downloads arXiv paper source code and LaTeX files for scientific research and analysis.

NASA ADS Search & BibTeX

Accesses the NASA Astrophysics Data System (ADS) to search for literature, retrieve BibTeX citations, and track paper metadata.

R Development Style Guide

Enforces professional R coding standards, naming conventions, and Tidyverse-aligned function design patterns.

ML & AI Benchmarking

Facilitates methodologically rigorous ML and AI benchmarking experiments using xetrack and DuckDB.

Git + DVC Experiment Versioning

Manages machine learning experiment versioning and reproducibility using Git, DVC, and xetrack.

Python Execution & Management

Executes Python scripts and manages local Anaconda environments with integrated support for organized file structures and Chinese language visualization.

Xarray for Multidimensional Data

Simplifies scientific data analysis by managing labeled multidimensional arrays with Xarray's powerful indexing and metadata features.

Bayesian Inference in R

Performs advanced Bayesian statistical modeling and causal inference using the brms and Stan ecosystem in R.

OpenAI Prompt Engineer

Generates and optimizes high-quality prompts for modern large language models using advanced techniques like chain-of-thought, few-shot learning, and structured formatting.

AI Vendor Evaluation

Evaluates AI vendor proposals and solutions through a structured framework to mitigate risks, analyze pricing models, and guide strategic build-versus-buy decisions.

Anthropic Prompt Engineer

Implements Anthropic's official prompt engineering techniques to generate, optimize, and refine prompts for high-performance Claude AI interactions.

PydanticAI Agent Framework

Builds production-grade Python agents using Pydantic for strict type validation and dependency injection.

Mycelia Planning Scope

Standardizes the auditing of planning documents for the Mycelia multiomics platform by cross-referencing source code, tests, and infrastructure.

Bioinformatics Tool Integration

Standardizes the integration, citation, and testing of external bioinformatics tools within the Mycelia multiomic framework.

HPC Context for Mycelia

Optimizes Mycelia multiomic analysis workflows for High Performance Computing (HPC) environments and SLURM workload managers.

LLM Router

Routes AI requests to various LLM providers including OpenAI, Grok, Groq, and DeepSeek using the SwiftOpenAI-CLI agent mode.

LLM Engineering Specialist

Guides and routes LLM-related development tasks toward specialized patterns for prompt engineering, RAG, fine-tuning, and model optimization.

LangChain Architecture

Builds sophisticated LLM applications using LangChain patterns for autonomous agents, memory management, and complex workflow chains.

Data Storytelling & Insight Reporting

Transforms raw analytical data into persuasive narratives and executive-ready presentations using proven storytelling frameworks.

MQL5-Python Workspace

Synchronizes MetaTrader 5 and Python environments to automate market data exports and translate MQL5 indicators into validated Python code.