Data Science & ML Claude 技能

China Stock Analysis

53

Analyzes China A-share stocks using value investing principles and comprehensive financial data screening.

arXiv Viewer for Claude

50

Search, download, and read academic papers from arXiv directly within Claude using a hybrid API and web scraping approach.

LLM Fine-Tuning Expert

49

Optimizes large language models through parameter-efficient fine-tuning, automated dataset preparation, and production-grade performance benchmarking.

Pandas Pro

49

Optimizes data manipulation and analysis workflows using high-performance, vectorized pandas patterns.

ML Pipeline Engineering

49

Orchestrates production-grade machine learning workflows, including feature engineering, automated training, and MLOps lifecycle management.

Spark Engineer

49

Optimizes and builds high-performance distributed data processing pipelines using Apache Spark and PySpark.

Prompt Engineer

49

Designs, optimizes, and evaluates high-performance LLM prompts using advanced techniques like chain-of-thought and few-shot learning.

Financial Modeling Workflow

48

Builds validated, institutional-grade financial models including DCF, LBO, and M&A valuations with comprehensive scenario analysis.

Financial Analysis Workflow

48

Conducts rigorous, audit-ready financial analysis including ratio, trend, and variance assessments through a structured 5-phase workflow.

Prompt Engineer

47

Crafts high-quality AI instructions using the Genius Intern framework to maximize LLM performance and clarity.

LangChain4j AI Services

44

Builds type-safe, declarative AI services using LangChain4j patterns and Java interfaces with minimal boilerplate code.

RAG Chunking Strategy

44

Implements optimal document chunking strategies to enhance RAG system retrieval accuracy and maintain semantic context.

AWS Bedrock AgentCore Assistant

43

Deploys and manages AI agents using the AWS Bedrock AgentCore suite of services for scaling, memory, and tool integration.

Advanced Math & Algorithms Discovery

42

Automatically discovers and activates specialized mathematics and algorithm skills for complex computational and theoretical development tasks.

Research Discovery

41

Orchestrates specialized research workflows and methodology skills for academic studies, statistical analysis, and systematic reviews.

Agent SDK Builder

40

Builds custom AI agents using the OpenHands SDK through an interactive interview and guided implementation process.

Jupyter Notebook Manager

40

Manages Jupyter notebooks programmatically by reading, editing, executing, and converting .ipynb files for data science workflows.

Nextflow Pipeline Overview

40

Analyzes and summarizes Nextflow pipelines to provide immediate structural insights and dependency maps.

CocoIndex Pipeline Builder

40

Builds incremental data processing and vector embedding pipelines using declarative Python-native states and automatic change detection.

TensorFlow Model Deployment

39

Deploy, optimize, and serve TensorFlow and JAX models across production, mobile, and edge environments.

TensorFlow Neural Networks

39

Builds and trains sophisticated neural network architectures using TensorFlow's Keras API and custom low-level implementations.

TensorFlow Data Pipelines

39

Builds high-performance, scalable data input pipelines using the TensorFlow tf.data API to maximize training efficiency.

Spreadsheet Automation & Financial Modeling

38

Automates the creation, analysis, and professional formatting of complex spreadsheets and financial models with visual validation.

Advanced Excel & Financial Model Processor

38

Automates the creation, modification, and analysis of professional Excel spreadsheets using industry-standard financial modeling and legal automation patterns.

D3.js Visualization

38

Builds sophisticated, interactive data visualizations and complex SVG-based diagrams using d3.js across various JavaScript environments.

Gemini Multimodal Tools

38

Integrates Google Gemini's multimodal capabilities to analyze PDFs, images, videos, and YouTube links directly within Claude.

Advanced Excel & Financial Modeling

37

Automates professional spreadsheet creation, data analysis, and financial modeling with rigorous formula verification and industry-standard formatting.

Spring AI Alibaba Integration

37

Integrates Alibaba Cloud DashScope AI services into Spring applications using the Spring AI framework.

CocoIndex AI Data Framework

37

Builds real-time data transformation pipelines and vector search indexes for AI applications.

Gemini Deep Research

37

Executes autonomous, multi-step research and synthesizes comprehensive, cited reports using the Gemini Deep Research Agent.