Data Science & ML Habilidades de Claude

Scientific Brainstorming Partner

Facilitates collaborative research ideation to generate novel hypotheses, identify research gaps, and develop innovative scientific methodologies.

DiffDock Molecular Docking

Predicts high-accuracy 3D protein-ligand binding poses using state-of-the-art diffusion-based deep learning models.

ENA Bioinformatics Database

Accesses and retrieves nucleotide sequences, raw reads, and genomic metadata from the European Nucleotide Archive (ENA).

Excel Variance Analyzer

Automates financial budget-vs-actual variance analysis with professional reporting, automated commentary, and executive summaries.

Pymoo Optimization

Solves complex single and multi-objective optimization problems using evolutionary algorithms and Pareto front analysis.

Scientific Resource Detector

Detects system hardware capabilities to provide strategic recommendations for computationally intensive scientific tasks.

Crypto Market Sentiment Analyzer

Analyzes cryptocurrency market sentiment, social trends, and on-chain data to generate actionable trading insights and risk assessments.

Model Explainability Tool

Provides interpretability and transparency for machine learning models by explaining predictions and identifying key feature importance.

Seaborn Statistical Visualization

Create publication-quality statistical graphics and complex data visualizations using the Seaborn Python library.

GWAS Catalog Explorer

Queries the NHGRI-EBI GWAS Catalog for genetic variant associations, study metadata, and summary statistics.

Bioinformatics & Genomics Toolkit (gget)

Provides rapid access to 20+ genomic databases and bioinformatics tools for gene searching, sequence alignment, and protein structure prediction.

ETE Toolkit Phylogenetic Analysis

Analyzes, manipulates, and visualizes phylogenetic and hierarchical trees for genomic research and bioinformatics.

Vertex AI Agent Builder

Builds and deploys production-ready generative AI agents leveraging Google Cloud's Vertex AI and Gemini models.

Molfeat Molecular Featurization

Converts chemical structures into numerical representations for machine learning using over 100 specialized featurizers.

Research Information Lookup

Conducts real-time academic research and technical documentation searches using Perplexity's Sonar models with automated citations.

AI Model Versioning Tracker

Manages and tracks AI/ML model versions, lineage, and performance metrics directly within your development environment.

Model Versioning Tracker

Automates the tracking, management, and performance monitoring of machine learning model versions within your development workflow.

Deep Learning Optimizer

Optimizes deep learning model performance, accuracy, and training efficiency through automated architectural analysis and advanced algorithm selection.

AutoML Pipeline Builder

Automates the end-to-end creation, training, and evaluation of machine learning models using sophisticated AutoML techniques.

ClinicalTrials.gov Database Explorer

Queries and retrieves global clinical study data from ClinicalTrials.gov via API v2 for medical research and patient matching.

COSMIC Cancer Database Integration

Accesses and analyzes somatic mutation data from the world's largest cancer genomics database for precision oncology research.

Excel Pivot Wizard

Automates the creation of complex Excel pivot tables and data visualizations using natural language commands.

Deep Learning Model Optimizer

Optimizes neural network performance by fine-tuning architectures, hyperparameters, and training schedules to maximize accuracy and efficiency.

BRENDA Enzyme Database Connector

Accesses the comprehensive BRENDA enzyme database to retrieve kinetic parameters, reaction equations, and biochemical data for metabolic research.

ML Model Explainability Tool

Provides deep insights and interpretability for machine learning models using advanced techniques like SHAP and LIME.

Time Series Forecaster

Analyzes historical time-series data to predict future values and identify temporal patterns like seasonality and trends.

deepTools NGS Analysis

Provides a comprehensive suite of tools for processing, normalizing, and visualizing high-throughput sequencing data like ChIP-seq and RNA-seq.

ML Experiment Tracking Setup

Automates the configuration and integration of MLflow and Weights & Biases to streamline machine learning experiment management.

Hyperparameter Tuner

Optimizes machine learning model performance by automatically searching for ideal hyperparameter configurations using advanced search strategies.

DeepChem ML for Chemistry

Provides a specialized toolkit for applying machine learning to molecular property prediction, drug discovery, and materials science.