Data Science & ML Habilidades de Claude

Scientific Context Initialization

16

Configures workspace environments to automatically prioritize established scientific research patterns, database access protocols, and package usage guidelines.

Scikit-learn Machine Learning Toolkit

16

Implements comprehensive machine learning workflows including classification, regression, and data preprocessing using the industry-standard Scikit-learn library.

Polars High-Performance Data Analysis

16

Optimizes data processing workflows using the high-performance Polars DataFrame library and expression API.

ClinVar Genomic Database

16

Queries and interprets NCBI ClinVar data to evaluate human genetic variants and their clinical significance.

Prompt Engineering Patterns

16

Implements advanced prompting strategies like Chain-of-Thought and few-shot learning to optimize LLM performance and output reliability.

PubMed Database Connector

16

Facilitates direct access to PubMed literature and the NCBI E-utilities API for advanced biomedical research and data extraction.

PyTorch Geometric (PyG)

16

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

Modernize Scientific Stack

16

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

Video Processing

16

Provides structured guidance for video analysis, motion detection, and temporal event tracking using computer vision techniques.

MTEB Retrieval and Ranking

16

Optimizes semantic similarity retrieval tasks through expert guidance on document preprocessing, embedding model selection, and similarity ranking.

RStan to PyStan Conversion

16

Translates Stan statistical models and inference code from R (RStan) to Python (PyStan 3.x) while handling API mappings and output differences.

Scientific Data Visualization

16

Generates publication-quality scientific figures and multi-panel layouts compliant with major journal standards.

Pydicom

16

Reads, writes, and manipulates DICOM medical imaging data, including pixel arrays, metadata extraction, and file anonymization.

Aeon Time Series Toolkit

16

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

Transformers

16

Integrates state-of-the-art machine learning models for NLP, computer vision, and audio tasks using the Hugging Face ecosystem.

ENA Database Access

16

Accesses the European Nucleotide Archive to retrieve genomic sequences, raw reads, and metadata for bioinformatics pipelines.

Medchem Molecular Filters

16

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

Pymoo Optimization

16

Implements advanced multi-objective and many-objective optimization frameworks using state-of-the-art evolutionary algorithms and Pareto analysis.

Statistical Analysis Toolset

16

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

NCBI Gene Database Tools

16

Queries and retrieves genomic data from NCBI Gene databases using E-utilities and the modern Datasets API.

Scientific Hypothesis Generator

16

Generates testable, evidence-based scientific hypotheses and experimental designs from observations or literature.

COSMIC Cancer Genomics Access

16

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

GPT-2 Code Golf

16

Implements minimal GPT-2 inference and transformer architectures within strict code size constraints.

Scientific Critical Thinking

16

Evaluates scientific rigor by assessing research methodology, statistical validity, and potential biases using industry-standard frameworks.

Protein Assembly

16

Designs and optimizes multi-component fusion protein sequences for FRET biosensors and gene synthesis.

ZINC Scientific Database

16

Accesses the ZINC database of 230M+ purchasable compounds for drug discovery, virtual screening, and molecular analog searching.

Excel Analysis & Automation

16

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

Adaptive Rejection Sampler

16

Provides specialized guidance for implementing efficient Adaptive Rejection Sampling algorithms for log-concave probability distributions.

Gemini Image Generation

15

Generates high-quality visual content from text descriptions and image references using the Gemini API.

DOSDP Design Patterns

14

Applies Dead Simple Ontology Design Patterns to ensure consistency in term creation, naming conventions, and logical definitions.