Data Science & ML Habilidades de Claude

Life Science Literature Explorer

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

Excel & Spreadsheet Management

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

COBRApy Metabolic Modeling

Performs constraint-based reconstruction and analysis (COBRA) of metabolic models for systems biology and metabolic engineering.

Gemini CLI for Claude Code

Integrates Google Gemini's multimodal reasoning and automated CLI tools into Claude Code for advanced AI collaboration and research.

Scientific Critical Thinking

Evaluates the rigor of scientific research by assessing methodology, statistical validity, and evidence quality using industry-standard frameworks.

Hummingbot Trading Bot Expert

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

Excel Analysis

Analyzes, cleans, and visualizes Excel spreadsheet data using Python libraries like pandas and openpyxl.

MATLAB & Octave Scientific Computing

Provides specialized support for MATLAB and GNU Octave numerical computing, matrix operations, and scientific visualization.

Cryptofeed Integration

Streams and normalizes real-time cryptocurrency market data from over 40 exchanges for algorithmic trading and analysis.

HMDB Metabolome Database

Accesses and queries the Human Metabolome Database for detailed metabolite information, clinical biomarkers, and biochemical pathways.

RLM Recursive Context Processor

Processes and analyzes massive files through a recursive language model loop and persistent local Python environment.

Gemini 3 Advanced Features

Implements advanced Gemini 3 Pro capabilities including function calling, structured JSON outputs, and cost-efficient context caching for production AI applications.

Agent Memory System

Implement a multi-layered persistent memory architecture for AI agents to enable cross-session learning and long-term context retention.

Python Experiment Reproducibility

Ensures deterministic results in Python research code by centralizing configurations, controlling randomness, and recording run metadata.

FinnHub Financial Data

Integrates real-time financial market data including stock quotes, forex rates, crypto prices, and company fundamentals via the FinnHub API.

AI News Aggregator

Aggregates and summarizes the latest artificial intelligence industry news and technological breakthroughs into concise, high-impact briefings.

LabArchives ELN Integration

Automates electronic lab notebook workflows including data uploads, notebook backups, and programmatic entry management via the LabArchives REST API.

scvi-tools: Probabilistic Single-Cell Analysis

Implement deep generative models for single-cell omics analysis, enabling batch correction, multimodal integration, and probabilistic differential expression.

Scholar Evaluation

Evaluates scholarly research papers and academic work using the systematic ScholarEval framework to provide structured feedback and quality scores.

Real-World Evidence Analysis in R

Generates real-world evidence from observational data using advanced R-based causal inference and target trial emulation techniques.

Scanpy Single-Cell Analysis

Performs comprehensive single-cell RNA-seq analysis workflows including quality control, clustering, and visualization.

NCBI Gene Database Integration

Simplifies gene data retrieval and annotation by querying the NCBI Gene database via E-utilities and Datasets APIs.

PufferLib Reinforcement Learning

Accelerates reinforcement learning workflows with high-performance environment vectorization and optimized PPO training.

Bedrock AgentCore Memory

Integrates persistent episodic and short-term memory into Amazon Bedrock agents to maintain user context and learn from interactions across sessions.

Advanced Adaptive Trial Design in R

Design, simulate, and analyze complex adaptive clinical trials using industry-standard R packages and Bayesian methods.

Kalshi Prediction Markets

Accesses real-time prediction market data, betting odds, and trading analytics from the Kalshi platform.

AC Memory Manager

Manages persistent cross-session memory for autonomous coding tasks using Graphiti integration.

Pymoo Optimization Framework

Optimizes complex multi-objective and constrained problems using state-of-the-art evolutionary algorithms and decision-making tools.

Trading Model Post-Training Workflow

Validates and assesses reinforcement learning trading models through systematic gating, backtesting, and walk-forward validation.

LlamaFarm Config Generator

Generates and modifies LlamaFarm RAG configurations using natural language descriptions to streamline document processing setups.