Data Science & ML Claude 技能

Statistical Analysis for Research

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

Stable Baselines3 Reinforcement Learning

Implements and optimizes reinforcement learning workflows using Stable Baselines3 to train reliable RL agents and design custom Gym environments.

Pymatgen Materials Science

Facilitates advanced materials analysis, crystal structure manipulation, and computational workflows using the Python Materials Genomics library.

Scientific Critical Thinking

Evaluates scientific research rigor and methodology through systematic analysis of experimental design, statistical validity, and potential biases.

MD Trajectory Analysis

Analyzes and interprets molecular dynamics simulation trajectories using MDClaw CLI tools to evaluate structural stability and molecular interactions.

Vaex Big Data Analysis

Processes and analyzes massive tabular datasets with billions of rows using out-of-core DataFrame operations and lazy evaluation.

Metabolomics Workbench Database

Integrates with the NIH Metabolomics Workbench REST API to query metabolite data, standardized nomenclature, and experimental studies for biomarker discovery.

ClinicalTrials.gov Database

Accesses the ClinicalTrials.gov API v2 to search, filter, and export global clinical research data for medical analysis.

Scientific Brainstorming

Facilitates collaborative research ideation by generating hypotheses, identifying research gaps, and exploring interdisciplinary connections for scientific problem-solving.

AI Ethics & Fairness Validator

Audits machine learning models and datasets to identify biases and ensure ethical compliance through fairness metrics and mitigation strategies.

RDKit Cheminformatics

Provides comprehensive cheminformatics capabilities for molecular analysis, manipulation, and drug discovery workflows.

Ensembl Genome Database Integration

Accesses the Ensembl REST API to retrieve genomic sequences, gene annotations, and variant data for over 250 species.

Scholar Evaluation Framework

Systematically evaluates research papers, literature reviews, and academic methodologies using the ScholarEval framework to ensure scientific rigor and novelty.

AlphaFold Database Integration

Accesses and analyzes over 200 million AI-predicted protein structures from the AlphaFold DB for structural biology and drug discovery.

Pymoo Optimization Assistant

Solves complex single, multi, and many-objective optimization problems using evolutionary algorithms and Pareto-optimal analysis.

Reactome Biological Pathways & Analysis

Queries the Reactome database to perform biological pathway analysis, gene-pathway mapping, and expression enrichment for systems biology research.

LatchBio Bioinformatics Integration

Builds and deploys serverless bioinformatics workflows using the Latch SDK and cloud infrastructure.

Aeon Time Series Machine Learning

Implements advanced time series machine learning workflows for classification, forecasting, and anomaly detection using scikit-learn compatible APIs.

Insight-Pilot Literature Research

Automates the literature research workflow by aggregating, deduplicating, and analyzing papers, code repositories, and technical blogs.

Plotly Data Visualization

Generates interactive, publication-quality scientific and statistical charts using the Plotly Python library.

REDUCE Lie Symmetry Analysis

Automates Lie group symmetry analysis for differential equations using the ReLie package in the REDUCE Computer Algebra System.

Scientific Computing Resource Detector

Detects hardware resources and provides strategic recommendations for optimal scientific computing and data processing.

AI Swarm Orchestration

Orchestrates multi-agent AI swarms with dynamic topologies and parallel execution for complex distributed tasks.

ReasoningBank Agent Memory & Adaptive Learning

Enhances AI agents with high-performance adaptive learning and vector-based memory distillation using AgentDB.

IRP Embodiment Framework

Connects Claude's cognitive orchestration to physical robotics and sensor systems using low-latency control and cryptographic integrity.

UniProt Database Integration

Enables direct REST API access to UniProt for protein searching, FASTA sequence retrieval, and cross-database identifier mapping.

STRING Protein Interaction Database

Accesses the STRING database to analyze protein-protein interaction networks and perform functional enrichment for systems biology.

Scikit-Survival Analyst

Performs comprehensive survival analysis and time-to-event modeling using the scikit-survival library in Python.

ZINC Database

Searches and retrieves information from the ZINC database of 230M+ purchasable compounds for drug discovery and virtual screening.

KEGG Database Analysis

Integrates KEGG REST API access into workflows for biological pathway analysis, gene mapping, and molecular interaction research.