Data Science & ML Habilidades de Claude

Antahkarana Cognitive Reasoning

Facilitates complex decision-making through a multi-agent debate simulation that analyzes problems from diverse cognitive perspectives.

Google Gemini API Integration

Integrates the latest Google Gemini 3 and 2.5 models using the modern @google/genai SDK for multimodal processing and advanced reasoning.

Biomni Biomedical Agent

Executes complex, multi-step biomedical research tasks using autonomous AI reasoning and integrated biological databases.

ε-Yajña

Compresses verbose agent memories into a dense, symbolic format for efficient knowledge retrieval and context management.

Biomni Biomedical AI

Automates complex biomedical research tasks including genomics, drug discovery, and clinical data analysis using an autonomous agent framework.

Biomni Biomedical AI Agent

Executes autonomous multi-step research tasks across genomics, drug discovery, and clinical analysis using integrated biomedical databases.

Denario Scientific Research Assistant

Automates the end-to-end scientific research pipeline from hypothesis generation to publication-ready LaTeX manuscripts.

Text Classification & Labeling

Classifies and categorizes text using zero-shot learning or custom-trained SetFit models for high-accuracy document labeling.

ML & NLP Processing

Powers high-accuracy OCR, named entity recognition, and search reranking for document processing and RAG optimization.

Streamlit for Snowflake

Builds and deploys production-ready Streamlit data applications natively within the Snowflake Data Cloud environment.

Metabolomics Workbench Explorer

Accesses the NIH Metabolomics Workbench API to retrieve experimental study data, metabolite structures, and standardized biochemical nomenclature.

DS Planning & Profiling

Profiles datasets and generates structured analysis task breakdowns for data science workflows.

Metabolomics Workbench Database

Accesses the NIH Metabolomics Workbench to query metabolite structures, experimental studies, and mass spectrometry data.

Data Science Output-First Implementation

Enforces rigorous output-first verification and subagent delegation for reliable data science workflows in Claude Code.

Notebook Debugger

Debugs and verifies Jupyter, Marimo, and Jupytext notebooks by enforcing rigorous execution and traceback checks.

Data Science Verification & Reproducibility

Enforces rigorous technical validation and user acceptance testing for data science workflows to ensure reproducible results.

Medchem Molecular Filtering

Applies medicinal chemistry rules, structural alerts, and drug-likeness filters to prioritize compound libraries for drug discovery.

SymPy Symbolic Mathematics

Performs exact symbolic mathematical computations including algebra, calculus, and physics modeling directly in Python.

ETE Phylogenetic Toolkit

Manipulates, analyzes, and visualizes phylogenetic and hierarchical trees with seamless NCBI taxonomy integration.

GWAS Database Integration

Queries the NHGRI-EBI GWAS Catalog to retrieve genetic variant associations, trait data, and genomic summary statistics.

Scientific Literature Reviewer

Conducts systematic, comprehensive literature reviews across multiple scientific databases with verified citations and professional formatting.

ZINC Database Access

Connects Claude to the ZINC22 database to perform chemical compound searches, virtual screening, and drug discovery workflows.

LlamaFarm Service Control: Stop

Manages the graceful termination of LlamaFarm backend services and background RAG workers.

Cloudflare Vectorize Implementation

Implements high-performance semantic search and RAG workflows using Cloudflare Vectorize V2 with optimized metadata filtering and batch processing.

Domain Advisor

Recommends optimized experiment plans and development tasks by analyzing historical project data across machine learning and GPU computing domains.

Claude Opus 4.5 Migration Guide

Migrates codebases and prompts from Claude Sonnet 4.0, 4.5, or Opus 4.1 to the Opus 4.5 model across multiple platforms.

Excel & Spreadsheet Automation

Generates, edits, and analyzes complex Excel workbooks using dynamic formulas, professional financial formatting, and automated data validation.

Denario Scientific Research Automation

Automates end-to-end scientific research workflows from data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Benchling Integration

Integrates Claude with the Benchling R&D platform to automate life sciences data management, laboratory inventory, and electronic notebook entries.

Aeon Time Series ML

Provides a comprehensive suite of specialized algorithms for time series machine learning including classification, forecasting, and anomaly detection.