Data Science & ML Claude 技能

Genomics Analysis in R

Simplifies complex bioinformatics workflows in R using Bioconductor for RNA-seq, microarray, and single-cell genomic analysis.

Excel & Spreadsheet Power Tools

Automates the creation, editing, and analysis of professional Excel spreadsheets with dynamic formulas and industry-standard formatting.

Fal AI Platform Management

Integrates Fal.ai platform APIs to manage generative AI models, track resource usage, and monitor real-time pricing.

LangChain Architecture Assistant

Designs and implements sophisticated LLM applications using the LangChain framework for agents, memory, and complex workflows.

Context Optimization

Optimizes LLM context windows through strategic compaction, masking, and caching to improve model performance and reduce costs.

Miles RL Training Framework

Provides expert guidance and implementation patterns for training large-scale Mixture-of-Experts (MoE) models using enterprise-grade Reinforcement Learning.

Control Systems & Theory Library

Provides expert guidance for implementing control theory routines, including LQR design, Kalman filtering, and system identification using the ctrlsys library.

Control Systems Engineering (ctrlsys)

Provides expert guidance and routine lookups for the ctrlsys control theory library, including LQR design, Riccati solvers, and system identification.

Quarto Anti-Slop

Enforces reproducible research and academic writing standards for Quarto and RMarkdown documents to eliminate generic AI-generated content.

C++ Anti-Slop for Rcpp

Optimizes Rcpp and C++ extensions by enforcing memory safety, const-correctness, and high-performance vectorized patterns.

Julia Anti-Slop

Enforces high-performance Julia conventions for scientific computing by eliminating type instability and inefficient coding patterns.

Python Anti-Slop

Enforces production-grade Python standards by eliminating generic AI coding patterns through PEP 8 compliance, rigorous type hinting, and pandas best practices.

Aeon Time Series Machine Learning

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

Dask Parallel Computing

Scales Python workflows using parallel and distributed computing for datasets that exceed available memory.

PyMC Bayesian Modeling

Builds, fits, and validates sophisticated Bayesian models using PyMC's probabilistic programming interface.

PyTorch Lightning Assistant

Streamlines deep learning development by organizing PyTorch code into scalable, boilerplate-free Lightning modules and automated training workflows.

SymPy Symbolic Math

Performs exact symbolic mathematics in Python, including calculus, algebra, and complex equation solving.

Scholar Evaluation Framework

Evaluates scholarly work using the ScholarEval framework to provide structured assessments, quantitative scoring, and actionable feedback across research dimensions.

NetworkX Graph Analysis

Analyzes and visualizes complex network structures and graph data within Python environments.

Planhaus Environment Setup

Configures the development environment and installs essential dependencies for Planhaus catalog searching and data visualization.

LLM Tuning Patterns

Configures optimal LLM parameters and reasoning strategies based on evidence-backed research for specialized technical tasks.

Vercel AI SDK Documentation

Provides comprehensive documentation and implementation patterns for building AI-powered applications using the Vercel AI SDK.

Statistical Analysis Guide

Guides users through statistical test selection, assumption verification, and APA-formatted research reporting.

Hugging Face Transformers

Simplifies working with pre-trained transformer models for NLP, computer vision, and audio tasks within Claude Code.

xAI Stock Sentiment Analysis

Analyzes real-time stock sentiment on X (Twitter) using Grok to provide actionable market insights and retail investor mood.

Hypogenic Hypothesis Discovery

Automates scientific hypothesis generation and testing on tabular datasets by combining empirical data patterns with literature insights.

Market Research Report Architect

Generates professional, 50+ page market research reports in LaTeX format featuring advanced data visualizations and consulting-grade strategic frameworks.

Statsmodels Statistics & Econometrics

Implements rigorous statistical modeling, econometrics, and time series analysis using Python's statsmodels library.

Perplexity AI Web Search

Enables real-time, AI-powered web searches with cited sources and advanced reasoning capabilities through the Perplexity model family.

GraphPad Prism Automation

Automates scientific data analysis and graphing workflows using GraphPad Prism scripting and XML manipulation.