Data Science & ML Habilidades de Claude

Gemini AI Integration

Integrates Google's Gemini models into your workflow for advanced reasoning and multi-perspective code analysis.

scvi-tools for Single-Cell Analysis

Performs probabilistic modeling and deep generative analysis for single-cell omics data using the scvi-tools framework.

Arboreto GRN Inference

Infers gene regulatory networks from transcriptomics data using scalable algorithms like GRNBoost2 and GENIE3.

Histolab Pathology Toolkit

Processes gigapixel whole slide images to automate tissue detection and tile extraction for digital pathology.

Scientific Analysis & Reporting

Generates structured, data-driven scientific research reports by analyzing repository data and verifying metrics against technical standards.

MLOps Pipeline Workflow

Orchestrates end-to-end machine learning pipelines from automated data preparation through model training, validation, and production deployment.

PyHealth: Healthcare AI & Clinical ML

Develops, trains, and deploys specialized machine learning models for healthcare and clinical data analysis using standardized EHR datasets and medical coding systems.

FluidSim CFD Framework

Performs high-performance computational fluid dynamics simulations and spectral analysis using Python.

Similarity Search Patterns

Implements high-performance similarity search and vector database patterns for AI-driven applications.

DiffDock Molecular Docking

Performs state-of-the-art diffusion-based molecular docking to predict 3D binding poses of small molecule ligands to protein targets.

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and systems biology simulations using the COBRApy Python library.

DeepChem Molecular ML

Streamlines molecular machine learning workflows for drug discovery, property prediction, and materials science using the DeepChem library.

Tripartite Problem Decompositions

Decomposes complex computational problems into three balanced, parallel components using GF(3) conservation and sheaf-theoretic gluing.

Adaptyv Cloud Protein Lab

Facilitates automated protein design, sequence optimization, and wet-lab validation via a cloud-based laboratory platform.

RDKit Cheminformatics Toolkit

Provides specialized guidance for molecular analysis, structural manipulation, and chemical property calculation using RDKit.

Context Engineering

Optimizes LLM context windows to maximize reasoning quality while minimizing token costs and latency.

Google ADK Python Agent Toolkit

Simplifies the creation, orchestration, and deployment of production-grade AI agents using Google's Agent Development Kit.

Excel & Spreadsheet Power Suite

Automates complex spreadsheet creation, financial modeling, and data analysis with formula integrity and industry-standard formatting.

Research Evaluation & Visualization

Generates standardized Python scripts for analyzing model performance and creating publication-ready LaTeX tables and figures.

Recipes Feature Engineering

Streamlines machine learning data preprocessing in R using standardized Tidymodels recipes patterns.

Neural Network Model Tuner

Standardizes machine learning model wrappers to provide a uniform interface for training, inference, and automated hyperparameter tuning.

Python Analysis Pipeline

Manages a complete 4-stage pipeline from Python scripts to interactive notebooks and automated markdown documentation.

Haipipe Data Pipeline Manager

Manages end-to-end data pipelines across four stages from raw source ingestion to AI-ready datasets.

Paper Incubator

Facilitates the interactive drafting and refinement of LaTeX research papers through structured incubator documents and canonical data tracking.

Bodhi React SDK Integration

Integrates React and Vite applications with the Bodhi JS SDK to enable local LLM chat capabilities and seamless authentication.

Prompt Engineering Patterns

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

Badminton Rankings Analyzer

Analyzes German U19 badminton ranking data from the DBV directly within Claude Code.

Haipipe Endpoint Deployment

Streamlines machine learning model endpoint deployment through unified packaging, inference function design, and multi-target deployment.

OpenAI Agents Orchestrator

Develops production-grade AI applications using the OpenAI Agents SDK with multi-agent handoffs, voice integration, and robust error prevention.

Haipipe NN Pipeline Manager

Manages and orchestrates end-to-end neural network pipelines across algorithmic, tuning, and deployment layers.