Data Science & ML Habilidades de Claude

ML Pipeline Workflow

Builds end-to-end MLOps pipelines for data preparation, model training, validation, and production deployment.

Financial Statement Analysis

Calculates and interprets key financial ratios from company statements to facilitate investment analysis and performance benchmarking.

Flow Nexus Neural Networks

Trains and deploys sophisticated neural network architectures across distributed E2B sandbox environments.

DrugBank Database Analysis

Accesses and analyzes comprehensive pharmaceutical data from DrugBank including drug properties, interactions, and molecular structures.

ML Pipeline Workflow

Builds end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment.

Biomni Biomedical Research Agent

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

Excel Master

Enables professional-grade spreadsheet creation, formula-driven financial modeling, and data analysis with automated error validation.

NCBI Gene Database Integration

Accesses and queries the NCBI Gene database to retrieve comprehensive genetic information, sequences, and functional annotations via E-utilities and Datasets APIs.

Histolab Digital Pathology

Automates tissue detection and tile extraction from gigapixel histopathology images for computational pathology deep learning pipelines.

Denario Scientific Research Automation

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

LLM Performance Evaluation

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

Reactome Database Integration

Integrates Reactome's open-source curated pathway database for biological pathway analysis, gene mapping, and systems biology research.

Scientific Hypothesis Generation

Generates rigorous, testable scientific hypotheses and detailed experimental designs based on observations and existing literature.

PDF Report Generator

Generates professional, multi-page PDF reports with formatted text, tables, and embedded visualizations using the ReportLab library.

DNAnexus Integration

Facilitates the development and management of genomics pipelines on the DNAnexus cloud platform using the dxpy Python SDK and CLI.

Matchms Mass Spectrometry Analysis

Processes and analyzes mass spectrometry data using Python-based spectral similarity metrics and metadata harmonization.

Financial Statement Analyzer

Calculates and interprets key financial ratios from corporate data to provide deep investment and performance insights.

Flow Nexus Neural Networks

Trains and deploys distributed neural networks within secure E2B sandbox environments using the Flow Nexus framework.

OpenAlex Scholarly Database Search

Query and analyze over 240 million scholarly works using the OpenAlex API for research and bibliometric analysis.

NCBI Gene Database Skill

Queries NCBI Gene databases to retrieve comprehensive genomic data, including sequences, annotations, and functional pathways.

PyHealth - Healthcare AI Toolkit

Develops and deploys specialized machine learning models for healthcare using clinical datasets and medical coding systems.

Hypogenic Research Assistant

Automates scientific hypothesis generation and testing by combining observational data with literature-based insights using large language models.

RDKit Cheminformatics

Provides comprehensive cheminformatics capabilities for molecular analysis, property calculation, and 3D coordinate generation.

DiffDock Molecular Docking

Predicts high-accuracy 3D binding poses of small molecule ligands to protein targets using state-of-the-art diffusion models.

Excel Data Analysis & Reporting

Automates Excel spreadsheet analysis, data manipulation, and visual reporting using Python-based data science libraries.

Universal Data Transformation

Transforms, cleans, and reshapes complex datasets locally using industry-standard Python libraries like pandas and numpy.

HMDB Metabolome Database

Accesses and analyzes the Human Metabolome Database to retrieve detailed metabolite information, chemical properties, and clinical biomarkers.

HMDB Metabolome Database Access

Accesses and analyzes the Human Metabolome Database to retrieve metabolite data, chemical properties, and clinical biomarkers.

System Resource Profiler

Analyzes hardware capabilities and provides strategic recommendations for computationally intensive scientific tasks.

Arboreto GRN Inference

Infers large-scale gene regulatory networks from transcriptomics data using scalable machine learning algorithms like GRNBoost2 and GENIE3.