Data Science & ML Claude 技能

Time Series Forecaster

Analyzes historical time-series data to predict future values and identify temporal patterns like seasonality and trends.

Vertex AI Agent Builder

Builds and deploys production-ready generative AI agents leveraging Google Cloud's Vertex AI and Gemini models.

NCBI GEO Data Integration

Accesses and processes gene expression and functional genomics data from the NCBI Gene Expression Omnibus repository.

Gemini Embeddings Integration

Generates high-performance text embeddings via the Google Gemini API for semantic search, RAG, and data classification tasks.

LiteLLM Integration

Simplifies Python-based LLM interactions by providing a unified interface for over 100 cloud and local providers using the OpenAI format.

Llamafile Local LLM Manager

Configures and manages Mozilla Llamafile to run high-performance GGUF models locally with an OpenAI-compatible API.

scvi-tools for Single-Cell Analysis

Implements probabilistic deep learning models for comprehensive single-cell omics data analysis and multimodal integration.

BioServices Bioinformatics Toolbox

Provides programmatic access to over 40 bioinformatics web services and databases for integrated biological data analysis and workflow automation.

Excel DCF Valuation Modeler

Builds professional investment banking-standard discounted cash flow (DCF) models in Excel with automated financial projections and sensitivity analysis.

LLM Evaluation Suite

Implements systematic evaluation strategies for Large Language Model applications using automated metrics, LLM-as-judge patterns, and statistical testing.

AI Recommendation Engine Builder

Builds sophisticated recommendation systems using collaborative filtering, content-based algorithms, and hybrid machine learning models.

Gemini API Integration

Integrates Google's Gemini API suite into Claude Code for multimodal analysis, image generation, and real-time search grounding.

Prompt Engineering Patterns

Enhances LLM performance and reliability through advanced techniques like Chain-of-Thought, structured outputs, and few-shot learning.

PubChem Database Integration

Accesses and queries the PubChem database via PUG-REST API and PubChemPy for comprehensive chemical informatics and compound analysis.

MuJoCo Scene Builder

Composes complex 3D environments and terrains for robotic simulation and reinforcement learning training.

Topological Superintelligence (ASI)

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

Zeroth Bot Robotics Platform

Facilitates the development, simulation, and control of 3D-printed humanoid robots for reinforcement learning research.

Reversible Computing Logic

Implements time-symmetric, information-preserving computation patterns for Janus-style reversible logic and quantum-ready algorithms.

Borges SDR Reafference Engine

Orchestrates self-learning signal processing and spectral exploration using software-defined radio (SDR) and categorical database integration.

Soliton Detection & Agency Bridge

Unifies mathematical topology with computational agency to detect solitons and bootstrap self-aware agentic skills.

Ordered Locale Point-Free Topology

Implements directed point-free topology using frames and preorders satisfying the open cone condition.

Molecular Assembly Index

Calculates molecular complexity using Assembly Theory to identify biosignatures and validate chemical pathways.

OSM Topology & Graph Analysis

Analyzes OpenStreetMap road networks using graph theory and GF(3) topological coloring for robust geographic data processing.

Entropy Sim2Real Bridge

Bridges the gap between robotic simulations and real-world deployment using maximum entropy reinforcement learning and information-theoretic alignment.

Initial Value Problem Solver

Analyzes and solves Ordinary Differential Equations (ODEs) by applying existence and uniqueness theorems within dynamical systems.

Julia Gay Color System

Generates deterministic, scientifically-consistent colors and parallel-invariant fingerprints for Julia-based data visualizations.

AgentDB Memory Patterns

Implements high-performance persistent memory and reinforcement learning patterns for AI agents using AgentDB and ReasoningBank.

K-Bot Humanoid Robotics

Provides hardware specifications, MuJoCo MJCF models, and deployment workflows for the K-Scale flagship humanoid robot platform.

Ihara Zeta Graph Analysis

Analyzes graph topology and connectivity using the Ihara zeta function and non-backtracking spectral analysis.

Parameter-Dependent Systems Analysis

Analyzes and models dynamical systems that vary with external parameters to understand qualitative shifts and stability.