Data Science & ML Habilidades de Claude

Qualitative Interview Ingestion

Converts audio recordings and PDF documents into structured markdown for qualitative research and analysis.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for self-improving AI agents using AgentDB.

Qualitative Analysis Orchestrator

Optimizes model selection, API cost estimation, and batch processing strategies for AI-assisted qualitative document analysis.

Qual-Shared Research Infrastructure

Manages the foundational state, logging, and workflow enforcement for AI-assisted qualitative research projects.

Socratic Research Initialization

Initializes qualitative research projects through a Socratic onboarding process that establishes philosophical foundations and methodological frameworks.

Qualitative Research Methodological Rules

Enforces methodological rigor in AI-assisted qualitative research through automated rule generation, saturation tracking, and analytical branching.

Qualitative Reflection & Reasoning

Facilitates deep analytical reasoning and navigates theoretical paradoxes in qualitative research using systematic thinking and dialectical wisdom.

System Prompt Architect

Transforms high-level requirements into production-ready system prompts for complex single and multi-agent AI systems.

AgentDB Reinforcement Learning Plugins

Deploys and trains advanced reinforcement learning algorithms for autonomous agents to optimize behavior through experience.

Qualitative Research Coherence Check

Ensures methodological rigor by aligning philosophical assumptions, language usage, and analytical practices in AI-assisted research.

Qualitative Coding Workflow

Orchestrates systematic document coding for qualitative research through automated batch processing and audit trail generation.

RDKit Cheminformatics Toolkit

Performs advanced molecular analysis, descriptor calculation, and chemical informatics using the RDKit library.

Deep Reasoning & Qualitative Analysis

Facilitates structured, step-by-step thinking for complex analytical decisions and qualitative research framework development.

Qualitative Data Ingestion

Converts audio recordings, PDFs, and diverse document formats into structured markdown for qualitative research and AI-assisted analysis.

Interview Ingest & Data Prep

Converts audio recordings, PDFs, and diverse document formats into structured markdown for qualitative research and AI analysis.

Gioia Methodology Framework

Constructs, validates, and exports hierarchical data structures for qualitative research using the Gioia methodology.

Gioia Qualitative Research Framework

Constructs and validates rigorous three-level Gioia methodology hierarchies for qualitative data analysis and academic publication.

Aeon Time Series Machine Learning

Performs specialized time series machine learning tasks including classification, forecasting, and anomaly detection using scikit-learn compatible algorithms.

Paradox Navigation

Resolves conflicting research patterns and theoretical tensions using contemplative, non-dual reasoning frameworks.

Methodological Coherence Check

Validates alignment between research epistemology, ontology, and analytical practice to ensure rigorous qualitative research outcomes.

Document Conversion & Parsing

Converts complex PDFs, academic papers, and tables into structured formats using intelligent tool selection and VLM-based parsing.

Astropy Scientific Computing

Provides comprehensive tools for astronomical data analysis, including coordinate transformations, unit conversions, and FITS file manipulation.

Genomic Interval Machine Learning

Builds and trains machine learning models on genomic interval data to generate embeddings for regions, single cells, and metadata.

Hotvect Data Dependency Downloader

Automates the retrieval of training and test data dependencies from S3 for local machine learning model development and backtesting.

Hotvect Debug Command Storage

Captures and stores failed Hotvect command invocations as executable shell scripts for seamless debugging and reproduction.

Hotvect Training Setup

Streamlines the configuration and validation of Hotvect algorithm training runs for Vowpal Wabbit.

Research Ethics & Compliance

Provides PhD-level guidance on research ethics, IRB compliance, and data privacy analysis for study protocols and algorithmic models.

SageMaker Result Downloader

Automates the retrieval of SageMaker backtest results from Amazon S3 for local analysis and performance comparison.

Data Cleaning Pipeline Generator

Automates the creation of robust data cleaning and preprocessing pipelines for Python-based data science workflows.

PolicyEngine Aggregation Patterns

Standardizes variable summation and entity aggregation within the PolicyEngine microsimulation framework.