Data Science & ML Claude 技能

Opus 4.6 Prompt Engineering

Optimizes and migrates prompts for Claude Opus 4.6's adaptive thinking, 1M context window, and advanced agentic architectures.

Advanced Excel & Spreadsheet Manager

Automates the creation, editing, and analysis of complex Excel spreadsheets with support for dynamic formulas and financial modeling standards.

NeuroKit2 Biosignal Processing

Processes and analyzes complex physiological data including ECG, EEG, EDA, and respiratory signals using the NeuroKit2 Python library.

AI Scaling Laws Strategy

Provides strategic guidance on AI scaling laws, capability trajectories, and product positioning for frontier models.

Spatial Intelligence Knowledge Base

Provides expert insights on spatial intelligence, 3D world modeling, and AI research strategy based on Fei-Fei Li's YC talk.

Chollet AGI Framework

Analyzes and applies François Chollet’s theoretical framework for evaluating artificial general intelligence and fluid reasoning capabilities.

AI Scientific Discovery Framework

Builds high-impact AI systems for scientific research using architectural principles derived from DeepMind's AlphaFold.

PyHealth AI Toolkit

Builds, tests, and deploys healthcare AI models using clinical datasets and specialized medical coding systems.

Spark Performance Optimizer

Optimizes Apache Spark jobs using advanced partitioning, memory management, and shuffle tuning patterns.

Oracle Agent Spec Expert

Designs framework-agnostic, portable AI agents and multi-agent workflows using Oracle's Open Agent Specification.

Backtesting Frameworks

Builds robust, production-grade backtesting systems for trading strategies with specialized handling for look-ahead bias and transaction costs.

Embedding Optimization & Strategies

Implements high-performance embedding pipelines and vector search strategies for RAG applications.

Scientific Visualization & Journal-Ready Plots

Generates publication-quality scientific figures and multi-panel layouts following strict journal guidelines for Nature, Science, and Cell.

LangChain Architecture Design

Architects sophisticated LLM applications using the LangChain framework for agents, memory management, and complex tool integration.

ML Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation through production deployment.

Prompt Engineering Patterns

Implement industry-standard prompt engineering techniques to improve LLM accuracy, reliability, and structured output handling.

Similarity Search Patterns

Implements efficient similarity search and vector database patterns for semantic retrieval and RAG systems.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production applications.

Google Gemini Embeddings

Builds production-ready RAG systems and semantic search using optimized Gemini embedding-001 models and vector storage patterns.

LLM Evaluation Suite

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and rigorous benchmarking.

PathML

Facilitates advanced computational pathology workflows by providing specialized tools for whole-slide image analysis, tissue segmentation, and spatial machine learning.

arXiv Database & Preprint Search

Searches and retrieves scientific preprints from arXiv.org across disciplines including Computer Science, Machine Learning, and Physics.

Survey Report Builder

Automates the generation of professional Quarto PDF reports and PowerPoint presentations from CSV survey data.

Assistant Prompt Craft

Generates expertly structured German system prompts and tool integration instructions for Langdock assistants.

Agentic Optimization Loop

Automates the iterative refinement of AI agent performance through contract-driven evaluation and multi-lever optimization protocols.

Langfuse Prompt Management

Streamlines the lifecycle of LLM prompts by enabling versioning, deployment, and management within the Langfuse observability platform.

Optimization Craft

Refines AI agent performance through structured optimization loops, automated evaluation contracts, and persistent multi-lever tuning.

GIS Web Mapping

Generates production-ready React-Leaflet components and interactive geographic information system (GIS) interfaces using TypeScript.

Matplotlib Visualization

Generates high-quality, customizable scientific and statistical visualizations using the foundational Python plotting library.

Data Storytelling & Analytics Narratives

Transforms raw data into persuasive narratives and visualizations for business stakeholders and executive presentations.