Data Science & ML Claude 技能

Aeon Time Series ML

Empowers Claude to perform advanced time series machine learning, including classification, forecasting, and anomaly detection using the specialized aeon toolkit.

Zarr Python Data Storage

Manages large-scale N-dimensional arrays with chunked storage, compression, and seamless cloud integration for scientific computing pipelines.

PubMed Research Assistant

Accesses and queries the PubMed database for biomedical literature, systematic reviews, and citation management.

Honeydew Data Query & Analysis

Queries, analyzes, and explores complex data through the Honeydew semantic layer using natural language or structured fields.

Marimo Reactive Notebooks

Builds and manages reactive Python notebooks and data applications using the marimo framework.

Data Filtering & Expressions

Applies precise data filtering and conditional logic across Honeydew perspectives, metrics, and attributes using standardized SQL syntax.

Spark Optimization

Optimizes Apache Spark performance through advanced partitioning, memory tuning, and shuffle management strategies.

Vector Index Tuning

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for high-scale search applications.

LangChain Architecture

Architects sophisticated LLM applications using agents, memory, and tool integration within the LangChain framework.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

Quantitative Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics like VaR, CVaR, and Sharpe ratios to monitor and manage financial exposure.

Prompt Engineering Patterns

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

Hybrid Search Implementation

Implements optimized hybrid search patterns combining vector similarity and keyword matching to enhance RAG system recall.

Conversation Memory Manager

Implements sophisticated tiered memory systems to help LLMs maintain long-term context and entity relationships across multiple sessions.

RAG Implementation Specialist

Implements advanced Retrieval-Augmented Generation patterns to optimize document retrieval and LLM context window efficiency.

Conversation Memory

Implements persistent, tiered memory systems to help AI agents maintain long-term context and entity relationships.

Aristotle Math Prover

Formally verifies mathematical statements and generates Lean 4 proofs using Harmonic's Aristotle engine.

Excel Data Analysis

Analyzes, manipulates, and visualizes Excel spreadsheets using Python-based automation to generate insights and formatted reports.

OpenClaw Memory Management

Manages persistent AI agent memory using a multi-layer architecture to prevent information loss and optimize context usage.

Veo 3.1 Consistent Video Generation

Generates high-quality videos with consistent subject appearance using Google’s Veo 3.1 model and reference images.

OpenClaw Agent Team Architect

Facilitates the design, implementation, and management of structured multi-agent teams using the OpenClaw framework.

OpenClaw Model Manager

Configures and manages AI model selection, provider gateways, and failover logic for the OpenClaw self-hosted AI gateway.

Real-World Evidence Analysis in R

Generates real-world evidence from observational data using advanced R-based causal inference and target trial emulation techniques.

Senior Prompt Engineer

Optimizes LLM performance through advanced prompt engineering patterns, RAG evaluation frameworks, and agentic system design.

Senior Data Scientist

Empowers Claude with advanced statistical modeling, experimental design, and production-grade machine learning workflows.

SAP Data Intelligence Cloud Expert

Streamlines the development of data pipelines, SAP system integrations, and machine learning scenarios within the SAP Data Intelligence Cloud ecosystem.

SAP AI Core & Generative AI Hub

Deploys and manages enterprise-grade AI/ML workloads on SAP Business Technology Platform using SAP AI Core and AI Launchpad.

SAP HANA Machine Learning (hana-ml)

Develops and deploys in-database machine learning models using the SAP HANA Python Client (hana-ml).

SAP Cloud SDK for AI

Integrates SAP AI Core and Generative AI Hub services into enterprise JavaScript and Java applications.

Experiment Designer

Streamlines product experiment planning by generating testable hypotheses, calculating sample sizes, and interpreting A/B test results with statistical rigor.