Data Science & ML Claude 스킬

Phoenix XIRR & Fees Validator

Validates financial calculations for XIRR and management fees to ensure accuracy and parity with industry-standard Excel models.

Domain Advisor

Recommends optimized experiment plans and development tasks by analyzing historical project data across machine learning and GPU computing domains.

Data Science Verification & Reproducibility

Enforces rigorous technical validation and user acceptance testing for data science workflows to ensure reproducible results.

Notebook Debugger

Debugs and verifies Jupyter, Marimo, and Jupytext notebooks by enforcing rigorous execution and traceback checks.

Data Science Output-First Implementation

Enforces rigorous output-first verification and subagent delegation for reliable data science workflows in Claude Code.

DS Planning & Profiling

Profiles datasets and generates structured analysis task breakdowns for data science workflows.

MATLAB & Octave Computing

Automates numerical computing, matrix operations, and scientific visualization using MATLAB and GNU Octave.

ε-Yajña

Compresses verbose agent memories into a dense, symbolic format for efficient knowledge retrieval and context management.

AgentDB Reinforcement Learning

Implements and trains autonomous agents using nine specialized reinforcement learning algorithms for self-improving behavior.

Antahkarana Cognitive Reasoning

Facilitates complex decision-making through a multi-agent debate simulation that analyzes problems from diverse cognitive perspectives.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks across sandboxed E2B environments using multiple architectures and federated learning.

AgentDB Memory Patterns

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

Gemini AI Orchestrator

Integrates Google's Gemini-3-pro-preview model into Claude Code for multimodal analysis, massive context processing, and real-time grounding.

Advanced AI Reasoner

Enhances Claude's problem-solving capabilities using advanced search strategies like Beam Search and Monte Carlo Tree Search.

Airflow Workflow Architect

Designs, optimizes, and implements robust Apache Airflow DAGs using industry-standard operators and scheduling best practices.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using the AgentDB vector engine.

Spark Fundamentals & PySpark

Streamlines distributed data processing by providing standardized PySpark patterns and performance best practices.

Benchmark Report Creator

Orchestrates the creation of publication-quality AI and ML benchmark reports with high-resolution diagrams and professional PDF exports.

Badminton Rankings Analyzer

Analyzes German U19 badminton ranking data from the DBV directly within Claude Code.

Arxiv Research Digest

Automates the discovery and summarization of relevant arXiv research papers based on specific interests in physics and machine learning.

Bodhi React SDK Integration

Integrates React and Vite applications with the Bodhi JS SDK to enable local LLM chat capabilities and seamless authentication.

Incentive-Based Prompting

Optimizes Claude's output quality using research-backed psychological framing and statistical pattern-matching techniques.

Excel & Spreadsheet Power Suite

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

Flow Nexus Neural

Trains, deploys, and manages distributed neural networks using E2B sandboxes and custom architectures.

SymPy Symbolic Math

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

Prompt Engineering

Transforms vague requirements into precise, effective prompts through a structured framework of systematic analysis and iterative refinement.

AgentDB Learning

Trains and deploys self-learning autonomous agents using nine reinforcement learning algorithms to optimize behavior through experience.

Google ADK Python Agent Toolkit

Simplifies the creation, orchestration, and deployment of production-grade AI agents using Google's Agent Development Kit.

Data Analysis Helper

Analyzes datasets, calculates statistical metrics, and generates visual insights to drive data-informed decisions.

Spreadsheet Tools

Automates the creation, analysis, and formatting of Excel spreadsheets using programmatic data manipulation and visualization techniques.