Data Science & ML Claude 技能

Advanced Excel & Spreadsheet Manager

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

Advanced Excel & Spreadsheet Automation

Automates professional spreadsheet creation, financial modeling, and data analysis with formula preservation and industry-standard formatting.

MaxFuse Parameter Scaling

Optimizes MaxFuse integration parameters for high-dimensional protein panels to prevent CCA overfitting during multi-omic data alignment.

CryptoQuant On-Chain Analytics

Accesses real-time and historical on-chain metrics for Bitcoin, Ethereum, and crypto markets to provide data-driven trading insights.

Jupyter Notebook Cell Referencing

Standardizes how AI identifies and communicates about specific Jupyter notebook cells using stable, identifiable characteristics instead of volatile cell numbers.

Cross-Modal Normalization for MaxFuse

Standardizes scale alignment for multi-modal RNA and protein data integration to ensure accurate cross-modal matching.

RL Trading Reward Optimizer v3.3.0

Optimizes reinforcement learning reward functions for automated trading to eliminate reward hacking and improve P&L gradient signals.

MaxFuse Bimodal Score Diagnosis

Diagnoses and resolves bimodal matching score distributions in MaxFuse multi-modal data integration pipelines.

Notebook Data Consistency

Prevents data shape mismatches and synchronization errors when modifying Jupyter notebook data sources.

Large Cell Ratio Matching for MaxFuse

Optimizes MaxFuse parameters to prevent RNA cell loss in datasets with extreme protein-to-RNA imbalance ratios.

Adaptive Predator-Prey Dynamics

Optimizes trading regime detection by dynamically adjusting Lotka-Volterra coefficients based on real-time market volatility and momentum.

Integrated Risk Manager

Implement unified position sizing and sophisticated risk management for trading algorithms using GARCH, Kelly criterion, and quadratic drawdown scaling.

Recursive Memory Explorer

Navigates complex memory graphs using RLM-style recursive search to find deep context without excessive token usage.

Ollama GPU Monitor

Monitors GPU performance, VRAM usage, and inference metrics for local Ollama models.

Ollama REST API Interface

Integrates Ollama's local LLM capabilities into Claude Code via direct REST API operations using the Python requests library.

OpenAI Compatibility for Ollama

Integrates Ollama with the OpenAI Python library to enable seamless migration and compatibility with OpenAI-based tools.

Ollama Python Integration

Integrates local LLM inference into Python applications using the official Ollama library for text generation, chat, and model management.

HuggingFace Model Importer

Imports GGUF models directly from HuggingFace into Ollama for seamless local inference and experimentation.

Hashbrown LLM React Development

Simplifies building generative UI and LLM-powered React applications with client-side tool calling and sandboxed execution.

Oracle AI Architect

Implements enterprise-grade AI solutions using OCI Generative AI, Database 23ai Vector Search, and the Oracle ADK.

Oracle Agent Spec Expert

Designs framework-agnostic AI agents using Oracle's Open Agent Specification for portable and interoperable agentic systems.

Whisper Audio Transcriber

Converts audio and video files into text transcripts with word-level timestamps using WhisperX.

Crypto Market Research Agent

Performs comprehensive cryptocurrency market research and analysis using a multi-agent AI system.

Crypto Market Research

Performs multi-agent cryptocurrency market analysis, tracking price trends, news sentiment, and macro correlations for digital asset evaluation.

Crypto Market Research Agent

Conducts multi-perspective cryptocurrency market analysis using a coordinated swarm of specialized AI agents.

Video Analysis Toolkit

Analyzes and extracts structured insights from video files using AI-powered understanding and timestamped key moment identification.

Epidemiology Methods in R

Provides comprehensive R-based methods for epidemiological analysis, study design, and causal inference.

Epidemiology Methods for R

Conducts comprehensive epidemiological analyses in R, covering study design, causal inference, and outbreak investigation.

Financial Modeling Suite

Builds sophisticated financial models including DCF analysis, Monte Carlo simulations, and scenario planning for investment decisions.

Gemini CLI Integration

Integrates Google's Gemini models into your command-line workflow for instant Q&A, content generation, and structured data extraction.