Data Science & ML Habilidades de Claude

UniProt Database Search & Mapping

Accesses the UniProt knowledgebase to search, retrieve, and map protein sequence and functional information.

ReportLab PDF Generation

Automates the creation of professional PDF documents, reports, and invoices using the robust ReportLab Python toolkit.

HuggingFace Model Inference

Provides procedural guidance for setting up HuggingFace model inference services using Flask, covering environment setup, model caching, and robust API implementation.

Modernize Scientific Stack

Migrates legacy Python 2 scientific computing code to Python 3 using modern libraries like pandas, numpy, and pathlib.

ESM Protein Modeling

Provides advanced protein language models for generating novel sequences, predicting structures, and creating high-quality embeddings for protein engineering and scientific research.

Biomni

Executes autonomous multi-step biomedical research tasks including genomics analysis, drug discovery, and clinical interpretation.

gget Bioinformatics Toolkit

Provides unified access to 20+ genomic databases and bioinformatics tools for gene information, sequence analysis, and protein structure prediction.

AnnData Genomics Toolkit

Manipulates and manages AnnData objects for single-cell genomics workflows, including scRNA-seq data processing and file management.

Pysam Bioinformatics Toolkit

Simplifies genomic data processing by providing a Pythonic interface for reading, writing, and manipulating SAM, BAM, CRAM, and VCF files.

DiffDock Molecular Docking

Predicts high-accuracy 3D binding poses for protein-ligand complexes using diffusion-based deep learning models.

Aeon Time Series Toolkit

Builds and deploys machine learning models for complex time series tasks like forecasting, classification, and anomaly detection.

BioServices Bioinformatics Toolkit

Provides programmatic access to over 40 bioinformatics web services for biological data retrieval, identifier mapping, and pathway analysis.

LangChain Architecture

Architects sophisticated LLM applications using the LangChain framework with support for autonomous agents, memory management, and RAG patterns.

RAG Implementation Toolkit

Builds robust Retrieval-Augmented Generation systems using vector databases, semantic search, and optimized retrieval pipelines.

SHAP Model Interpretability

Explains machine learning model predictions and feature importance using Shapley values to provide transparent and actionable AI insights.

ML Model Leaderboard Navigator

Provides systematic guidance for identifying, verifying, and extracting current performance data from machine learning benchmarks and embedding leaderboards.

Economist Analyst

Analyzes market events and policy changes using rigorous economic frameworks and diverse schools of thought.

Scanpy Single-Cell Analysis

Performs comprehensive single-cell RNA-seq data analysis and visualization using the Scanpy Python framework.

CZ CELLxGENE Census

Facilitates programmatic access and analysis of the CZ CELLxGENE Census database containing over 61 million single-cell genomics records.

NeuroKit2 Biosignal Processing

Processes and analyzes physiological signals including ECG, EEG, EDA, and respiratory patterns for research and clinical applications.

PyTorch Geometric (PyG)

Simplifies the development and training of Graph Neural Networks (GNNs) for deep learning on irregular and relational data structures.

Statistical Analysis Toolset

Performs comprehensive hypothesis testing, regression analysis, and Bayesian statistics with automated assumption checking and APA-style reporting.

PyTDC Drug Discovery ML

Provides AI-ready datasets, benchmarks, and molecular oracles for drug discovery and therapeutics machine learning.

Pymatgen Materials Science

Automates materials science workflows including crystal structure analysis, phase diagrams, and Materials Project integration.

LLM Project Development

Builds production-grade LLM applications using structured pipelines, task-model fit analysis, and deterministic architecture patterns.

LLM Evaluation Suite

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

Excel Analysis & Automation

Automates complex Excel data processing, visualization, and formatting using powerful Python libraries like Pandas and OpenPyXL.

FlowIO Flow Cytometry Handler

Parses and manipulates Flow Cytometry Standard (FCS) files to extract event data as NumPy arrays and manage metadata.

Medchem Molecular Filters

Applies medicinal chemistry rules and structural alerts to triage and prioritize compound libraries for drug discovery workflows.

NCBI GEO Database Explorer

Accesses and retrieves gene expression and functional genomics data from the NCBI Gene Expression Omnibus (GEO) repository.