Data Science & ML Claude 技能

MLOps & Production Machine Learning

Automates machine learning lifecycles through experiment tracking, model versioning, and production-grade deployment pipelines.

Sensitivity Analysis

Evaluates the robustness of research findings by testing how conclusions change under varying analytical assumptions and data conditions.

SAP RPT-1 Predictor

Leverages SAP's open-source tabular foundation model to perform predictive analytics on structured business data without model training.

AgentDB Memory Patterns

Implements high-performance persistent memory and pattern learning for stateful AI agents using AgentDB.

AgentDB Vector Search

Implements high-performance semantic vector search and intelligent document retrieval for RAG systems and context-aware applications.

Data Storytelling Analyst

Transforms raw datasets into impactful visual narratives using advanced data visualization techniques and narrative design principles.

ADK Advanced

Facilitates visual agent design and advanced reasoning configuration for building sophisticated, multi-step AI workflows.

Knowledge Graph Builder

Builds and manages structured knowledge graphs to enhance AI reasoning and map complex data relationships.

ReasoningBank with AgentDB

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

AgentDB Learning Plugins

Integrate 9 reinforcement learning algorithms to build self-improving AI agents that learn from experience and optimize behavior autonomously.

Swarm Orchestration

Orchestrates multi-agent AI swarms for parallel task execution and dynamic coordination using the agentic-flow framework.

Creating Data Visualizations

Generates professional terminal-based and image-based data visualizations to enhance analytical insights and documentation.

Interpreting Results

Guides rigorous, intellectually honest interpretation of data query results to ensure objective and actionable conclusions.

Data Presentation & Reporting

Generates professional data-driven presentations and whitepapers using Marp and Pandoc with full citation support and reproducibility.

Qualitative Research Framework

Implements a rigorous 6-phase framework for conducting and analyzing qualitative research with mandatory bias prevention and reproducible methodology.

FlowerPower Pipeline Manager

Automates the creation and management of robust data pipelines using Hamilton DAGs and the FlowerPower framework.

MQL5 Python Workspace

Automates the translation of MetaTrader 5 (MQL5) indicators into validated Python implementations for algorithmic trading.

World Extractable Value (WEV)

Quantifies and extracts economic value from coordination inefficiencies and world transitions using Markov blanket arbitrage and Multiverse Finance.

Autopoietic Memory & Worlding

Implements a recursive, autopoietic loop for state management that synchronizes memory storage, pattern-matching recall, and generative world-building.

WEV Verification & Topological Validation

Validates World Extractable Value (WEV) and topological system states using GF(3) logic and cybernetic reafference loops.

Waddington Landscape Modeling

Models developmental biology cell fate transitions through gradient flow, potential surfaces, and fractional diffusion dynamics.

Ward Identity Checker

Verifies GF(3) symmetry conservation and Markov blanket integrity across renormalization group flows for cybernetic system stability.

WEV Tesseract

Verifies thread ancestry and reconstructs balanced world states to facilitate epistemic arbitrage and skill orchestration.

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive capabilities for AI agents to optimize strategies based on historical experience.

Unworld Derivational Engine

Replaces temporal succession with deterministic seed-chaining to enable verifiable, frame-invariant state transitions.

Sorting & Searching Algorithms

Implements production-grade sorting and searching algorithms with comprehensive complexity analysis and unit testing templates.

Power Agent Creator

Builds high-performance, autonomous AI agents using battle-tested system prompts and production-ready tool implementations.

Prompt Engineer

Builds, optimizes, and debugs LLM prompts and technical documentation using advanced prompt engineering patterns and brutal concision.

ANIMA Theory Agentic Modeling

Formalizes AI agency and belief systems using condensed mathematics and categorical limit constructions.

OlmoEarth MLX

Integrates spatio-temporal Earth intelligence and geographic embeddings with crypto-economic data for planetary-scale spatial reasoning.