Data Science & ML Habilidades de Claude

AudioCraft AI Audio Generation

Generates professional-grade music and sound effects from text descriptions using Meta's AudioCraft deep learning library.

PubMed Database Access

Facilitates advanced biomedical literature searches and programmatic data retrieval from the PubMed database using MeSH terms and E-utilities.

Evaluation Design

Designs structured evaluation frameworks for AI agents including metrics, datasets, and automated grading strategies.

Assistant Prompt Craft

Generates expertly structured German system prompts and tool integration instructions for Langdock assistants.

AI Agent Engineering Advisor

Provides strategic guidance on building, evaluating, and iterating on AI agents using industry-standard frameworks.

Biomni Biomedical Research Agent

Executes autonomous multi-step biomedical research tasks including genomics analysis, drug discovery, and CRISPR design.

LLM Evaluation Suite

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and rigorous benchmarking.

Agentic Optimization Craft

Implements a systematic, hypothesis-driven methodology for the iterative improvement of AI agents through automated evaluations and data-driven feedback loops.

AI Evaluation Infrastructure Validator

Validates evaluation contract readiness and metadata integrity before initiating agentic optimization loops.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production applications.

ML Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation through production deployment.

RAG System Implementation

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

LangChain Architecture Design

Architects sophisticated LLM applications using the LangChain framework for agents, memory management, and complex tool integration.

ClinicalTrials.gov Explorer

Queries the ClinicalTrials.gov API to search, filter, and analyze global clinical study data for medical research and patient matching.

Data Versioning Refactor

Implements lightweight dataset tracking and reproducibility patterns to ensure data changes are explicit and traceable.

FiftyOne Image Deduplication

Identifies and removes duplicate or visually similar images in FiftyOne datasets using deep learning embeddings.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using the AgentDB vector engine.

Statistical Analysis Toolkit

Performs comprehensive statistical hypothesis testing, regression analysis, and Bayesian modeling with automated assumption checking and APA-style reporting.

Antigravity Context Manager

Orchestrates dynamic AI context, intelligent memory systems, and RAG workflows for enterprise-scale multi-agent applications.

Prompt Engineering Patterns

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

Advanced Excel & Spreadsheet Manager

Manages complex Excel workbooks with automated formula recalculation, professional financial modeling standards, and deep data analysis capabilities.

Scientific Excel & Data Toolkit

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

Prompt Engineering Patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production applications.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to optimize LLM performance, reliability, and structured output in production environments.

Nixtla Research Assistant

Monitors and summarizes the Nixtla forecasting ecosystem to provide actionable updates on TimeGPT, StatsForecast, and MLForecast.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

Hybrid Search Implementation

Combines vector similarity and keyword-based search to improve retrieval accuracy in RAG systems and search engines.

Vector Similarity Search Patterns

Implement high-performance similarity search and vector retrieval patterns across multiple database providers.

Agent Workflow Patterns

Implements sophisticated autonomous agent architectures and workflow patterns using the Vercel AI SDK.

Oracle Agent Spec Expert

Designs framework-agnostic, portable AI agents and multi-agent workflows using Oracle's Open Agent Specification.