Data Science & ML Habilidades de Claude

Prompt Engineering Specialist

Designs, evaluates, and optimizes high-performance LLM prompts using systematic engineering patterns and rigorous testing frameworks.

AI Bias Assessment & Mitigation

Evaluates AI systems for fairness and implements mitigation strategies using demographic parity, equalized odds, and proxy detection.

RAG Architecture Systems Design

Design and optimize high-performance Retrieval-Augmented Generation (RAG) pipelines for LLM applications.

PDF Text Extraction & Conversion

Extracts and converts PDF content into clean, LLM-ready markdown or text using AI-powered and high-fidelity local tools.

Face Transform AI

Analyzes, transforms, and manipulates facial features using a comprehensive suite of AI-powered image processing APIs.

AgentDB Learning RL

Empowers autonomous agents with nine reinforcement learning algorithms for self-optimization through experience.

AgentDB Vector Search

Implements high-performance semantic vector search and intelligent document retrieval for RAG systems and AI agents.

Neural Architecture Selection Router

Guides developers in choosing the optimal neural network architecture based on data modality, problem constraints, and performance requirements.

AI Engineering & ML Strategy Router

Routes AI and machine learning tasks to specialized Yzmir engineering packs based on specific project requirements and technical domains.

ML Training Optimization Router

Diagnoses machine learning training issues and routes users to specific optimization strategies based on model symptoms.

AI Agent System Evaluation

Builds robust evaluation frameworks to measure, validate, and optimize AI agent performance and context engineering strategies.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying conda and PyPI ecosystems within a single workflow.

Agno AI Agent Framework

Builds production-grade multi-agent systems, AgentOS runtimes, and complex agentic workflows with native MCP integration.

Algolia AI Agent CLI

Builds and manages AI-powered conversational search agents and RAG systems using Algolia.

Whisper Transcription

Provides high-performance local speech-to-text transcription using GPU-accelerated Whisper models.

System Prompt Architect

Generates production-grade, structured system prompts by analyzing complex user requirements and defining optimal AI agent architectures.

AgentDB Reinforcement Learning

Trains autonomous AI agents using nine reinforcement learning algorithms and WASM-accelerated neural inference for rapid behavioral optimization.

Technical Chart Analyst

Performs systematic, objective technical analysis of weekly price charts to identify trends, support levels, and probabilistic price scenarios.

D3.js Data Visualizations

Generates professional, responsive D3.js v7 data visualizations including charts, maps, and network diagrams through a guided discovery process.

Google Scholar Search

Search and cite academic literature directly through Google Scholar with verified metadata and PDF downloads.

Flow Nexus Neural Networks

Trains and deploys distributed neural networks within E2B sandboxes for scalable AI model development and orchestration.

Deep Agents Implementation

Simplifies the development and deployment of complex AI agents and multi-agent workflows using the LangGraph-based Deep Agents framework.

Pydantic AI Agent Creation

Streamlines the development of type-safe AI agents using the Pydantic AI framework for Python.

DS Fix: Data Science Troubleshooting

Provides a structured diagnostic framework for fixing broken data science workflows, notebook errors, and incorrect analysis results.

R Package Development

Provides expert guidance and automated workflows for building, testing, and documenting R packages using industry-standard tools like devtools and roxygen2.

Multi-Model Battle & Refinement

Orchestrates iterative refinement cycles across multiple LLMs to produce high-quality, peer-reviewed outputs through competitive judging.

Recursive Arena Orchestrator

Refines complex AI outputs through iterative multi-model battles and consensus-driven self-critique.

Scientific Critical Thinking

Evaluates research rigor by assessing methodology, experimental design, and statistical validity using frameworks like GRADE and Cochrane.

Pipelex Inference Setup

Configures Pipelex inference backends and API keys to enable live execution of MTHDS AI methods.

PDF to LLM Converter

Converts PDF documents into LLM-optimized formats like Markdown and JSON using IBM's Docling toolkit.