Data Science & ML Habilidades de Claude

Molfeat Molecular Featurization

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

Vertex AI Agent Builder

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

Machine Learning Feature Engineering Toolkit

Automates the creation, selection, and transformation of data features to optimize machine learning model performance and interpretability.

Deep Learning Model Optimizer

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

AutoML Pipeline Builder

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

Model Versioning Tracker

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

AI Model Versioning Tracker

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

Deep Learning Optimizer

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

Excel Pivot Wizard

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

COSMIC Cancer Database Integration

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

ClinicalTrials.gov Database Explorer

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

Excel & Data Spreadsheet Toolkit

Creates, edits, and analyzes Excel spreadsheets with production-grade formulas, formatting, and rigorous error validation.

deepTools NGS Analysis

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

Systematic Literature Search

Automates systematic literature reviews for sociology and academic research using the OpenAlex API and structured screening workflows.

Local Text-to-Speech

Generates high-quality speech audio locally on Apple Silicon using MLX acceleration and the Kokoro model.

ML Model Explainability Tool

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

BRENDA Enzyme Database Connector

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

Time Series Forecaster

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

DeepChem ML for Chemistry

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

Bioinformatics & Genomics Toolkit (gget)

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

Hyperparameter Tuner

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

ML Experiment Tracking Setup

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

OpenAlex Academic Research Database

Queries and analyzes over 240 million scholarly works, authors, and institutions via the OpenAlex API for comprehensive bibliometric research.

Research Information Lookup

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

AnnData Single-Cell Data Management

Manages annotated data matrices and biological datasets using the AnnData framework in Python.

Automated Data Preprocessing

Automates the cleaning, transformation, and validation of raw data into high-quality datasets for machine learning and analysis.

Model Explainability Tool

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

ENA Bioinformatics Database

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

QuTiP Quantum Simulations

Simulates and analyzes closed and open quantum mechanical systems using the Quantum Toolbox in Python.

Excel LBO Modeler

Builds professional-grade Leveraged Buyout (LBO) models in Excel for private equity analysis and transaction screening.