Data Science & ML Claude 技能

AI Scaling Laws Strategy

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

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.

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.

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.

LLM Evaluation Suite

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

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.

OpenAI Automation

Automates OpenAI API operations including multimodal responses, structured data generation, image creation, and text embeddings.

Enigma Data Automation

Automates data retrieval and operational tasks on Enigma using the Rube MCP toolkit and Composio.

BigML Automation

Automates machine learning workflows and BigML operations through the Rube MCP server and Composio toolkit.

Wit.ai Automation

Automates Wit.ai Natural Language Understanding (NLU) workflows and model management through Rube MCP and Composio.

BayesFlow Model Validation

Validates neural posterior estimators through Simulation-Based Calibration (SBC) and comprehensive diagnostic testing.

Data Storytelling & Analytics Narratives

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

LLM Evaluation & Benchmarking

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human-in-the-loop feedback, and A/B testing.

Similarity Search Patterns

Implements efficient semantic search and vector database patterns for production-grade retrieval systems.

Quantitative Backtesting Frameworks

Builds robust, production-grade backtesting systems for trading strategies while eliminating common statistical biases.

Financial Analysis & Modeling

Provides comprehensive financial frameworks for modeling, valuation, corporate finance decisions, and advanced statement analysis.

FinPlan Financial Projection Engine

Models complex personal finance scenarios using Monte Carlo simulations, US tax logic, and goal-based projection tools.

Gemini Flash Integration

Enables high-speed multi-modal analysis and document summarization using Gemini Flash within the Claude Code environment.