Data Science & ML Claude 技能

Denmark Statistics Subject Explorer

Navigates and explores the Denmark Statistics (DST) subject hierarchy to discover specific fact tables and data categories.

Memory Visualization Engine

Generates dynamic knowledge graphs, system architecture diagrams, and memory timelines to visualize complex AI states.

Agentic Design Patterns

Provides architectural patterns and implementation guides for building reliable autonomous AI agent systems.

Strategy Optimization for Finance

Implements a systematic methodology for diagnosing, refining, and validating trading strategies to improve win rates and returns.

Research & Professional Analysis

Provides structured methodologies and frameworks for market research, competitor analysis, and professional data synthesis.

LangGraph Python Expert

Architects and implements sophisticated, stateful multi-agent LLM applications using LangGraph and Python.

Prompt Engineering Standards

Optimizes LLM performance and context efficiency using Anthropic-inspired prompt engineering and signal-to-noise optimization principles.

Google ADK Python

Builds, evaluates, and deploys sophisticated AI agents and multi-agent workflows using Google’s open-source Agent Development Kit.

Biomni Biomedical AI

Automates complex biomedical research tasks including genomics analysis, drug discovery, and clinical data interpretation through autonomous AI agents.

Supervised Learning Model Builder

Builds, tunes, and evaluates production-ready classification and regression models using industry-standard machine learning algorithms.

Gemini Token Optimization

Optimizes token usage and reduces operational costs when delegating tasks to the Gemini CLI.

DiffDock Molecular Docking

Predicts high-accuracy 3D protein-ligand binding poses using diffusion-based deep learning for structure-based drug design.

AI Multimodal Processing

Processes, analyzes, and generates audio, video, image, and document content using Google Gemini's powerful multimodal API.

ENA Bioinformatics & Genomics Data

Accesses and retrieves nucleotide sequences, raw reads, and genome assemblies from the European Nucleotide Archive (ENA) via REST APIs and FTP.

arXiv Research Terminal

Fetches, searches, and manages academic papers from arXiv through a local CLI-based database.

Geniml Genomic Interval ML

Streamlines machine learning workflows for genomic interval data using region embeddings, single-cell analysis, and consensus peak building.

Lattice Spatial-Collective

Implements a decentralized context-sharing protocol for multi-agent systems using cryptographic sharding and Byzantine fault tolerance.

CSV Data Analyzer

Analyzes CSV datasets using Python pandas to extract statistical insights, detect patterns, and identify data quality issues.

ML Fundamentals

Master core machine learning pillars including data preprocessing, feature engineering, and robust model evaluation pipelines.

Deep Learning with PyTorch

Builds, trains, and optimizes neural networks using PyTorch with production-grade patterns and best practices.

NLP Text Analyzer

Analyzes textual data to extract sentiments, keywords, and core topics using advanced natural language processing techniques.

Excel & Data Spreadsheet Specialist

Automates complex spreadsheet creation, data analysis, and financial modeling with professional-grade formatting and formula integrity.

AnnData Genomics & Data Science

Manages annotated data matrices and metadata for single-cell genomics and large-scale biological datasets in Python.

Gemini Image Generator

Generates and transforms high-quality images using Google's Gemini models through customizable Python scripts.

Claude Model Selection

Guides the selection of the optimal Claude model for custom agent tasks based on cost, speed, and reasoning requirements.

Cognitive Baseline Evaluator

Evaluates AI alignment and protocol adherence through the Joseph Cognitive Baseline v2.1 test suite.

Gemini CLI Integration

Integrates Google's Gemini models into the Claude Code workflow to handle massive context windows and multimodal file processing.

AI Multimodal Processing

Leverages Google Gemini API to process and analyze audio, video, images, and documents directly within Claude.

AI Multimodal Processing

Integrates Google Gemini's multimodal capabilities to process audio, video, images, and documents directly within your development workflow.

ML Researcher (RAN & RL)

Conducts advanced machine learning research for Radio Access Networks using reinforcement learning, causal inference, and cognitive frameworks.