Data Science & ML Claude 技能

Tool Experimenter

Systematically refines and validates research tools through multi-phase iterative testing and rigorous data-driven evaluation.

Abductive Inference REPL

Facilitates exploratory abductive reasoning and hypothesis testing through interactive REPL environments.

Deep Reasoning & Qualitative Analysis

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

Abductive Reasoning REPL

Powers iterative hypothesis testing and exploratory abductive inference through an interactive REPL environment.

Socratic Research Initialization

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

Qualitative Research Coherence Check

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

Topological Superintelligence (ASI)

Implements a compositional AI framework based on category theory and GF(3) triadic balance for deterministic, self-modifying agent architectures.

Methodological Coherence Check

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

Gioia Qualitative Research Framework

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

Qualitative Research Methodological Rules

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

Paradox Navigation

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

Gioia Methodology Framework

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

Interview Ingest & Data Prep

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

AgentDB Reinforcement Learning Plugins

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

Qualitative Coding Workflow

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

Qualitative Data Ingestion

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

Hotvect Debug Command Storage

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

Hotvect Data Dependency Downloader

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

Aeon Time Series Machine Learning

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

Hotvect Training Setup

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

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.

RDKit Cheminformatics Toolkit

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

SageMaker Result Downloader

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

Research Ethics & Compliance

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

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.

Gioia Methodology Framework

Builds and validates the three-level Gioia data structure for systematic qualitative research analysis and academic publication.

Statistics & Mathematics for Data Science

Provides foundational mathematical tools and statistical methods for data analysis, hypothesis testing, and machine learning architecture.

Data Engineering & ETL Tools

Automates production-grade ETL pipelines and data orchestration using industry-standard tools like Airflow, dbt, and Prefect.