Data Science & ML Claude 技能

Flow Nexus Neural

Deploys and trains sophisticated neural networks across distributed sandbox environments using various architectures and federated learning techniques.

Memory Leak Detector

Identifies and resolves memory exhaustion issues in Python and PyTorch applications, specifically targeting matplotlib figures and tensor accumulation.

Architecture Reviewer

Enforces adherence to PRISM architectural patterns by validating the implementation of Runner and Trainer classes during refactoring.

Medical Diagnosis

Assists medical professionals by extracting symptoms from natural language, identifying potential diagnoses, and suggesting clinical next steps.

ReasoningBank Intelligence

Implements adaptive learning systems to enable AI agents to recognize patterns, optimize strategies, and improve continuously through experience.

Financial Time-Series Momentum

Implements professional-grade trend-following strategies, volatility targeting, and multi-scale momentum indicators for financial data analysis.

RAG Implementation Expert

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in external data.

Data Ingestion Builder

Automates the creation of robust data ingestion providers using standardized patterns for registry mapping, storage abstraction, and metadata tracking.

Analyze Goodreads Export

Queries and analyzes personal book libraries from Goodreads CSV exports to provide reading insights and statistics.

LangGraph Fine-Tuning

Optimizes LangGraph application performance by iteratively refining prompts and node-level processing logic based on quantitative evaluation criteria.

ML Pipeline Workflow

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

LLM CLI

Interacts with diverse large language models through a command-line interface to perform tasks like prompt execution, data extraction, and embedding management.

Parakeet Audio Transcription

Converts audio files into high-quality timestamped transcriptions using NVIDIA's Parakeet model optimized for Apple Silicon.

Phylogenetic Methods

Builds and analyzes phylogenetic trees using distance-based, maximum likelihood, and Bayesian inference methods.

Gemini Audio Integration

Implements comprehensive audio processing and text-to-speech generation using the Google Gemini API.

Fantasy Football Analytics & ML

Develops predictive player projection models using specialized feature engineering and sports-specific machine learning validation techniques.

System Skill Source

Implements the System Skill Pattern to build persistent, data-driven CLI tools that evolve through continuous user interaction.

Privacy Checker & Anonymizer

Detects PII, anonymizes sensitive information, and ensures regulatory compliance during synthetic data generation and processing.

MAIC Methodology & Analysis Guide

Provides expert guidance for conducting and reviewing Matching-Adjusted Indirect Comparisons (MAIC) in clinical data analysis.

Chart Generator

Generates text-based visualizations and comprehensive reports to analyze the relationship between typographic errors and semantic drift in experimental data.

LLM Evaluation Suite

Implements robust evaluation frameworks for Large Language Model applications using automated metrics, human feedback, and statistical testing.

STC Methodology Expert

Provides expert methodological guidance and implementation patterns for conducting rigorous Simulated Treatment Comparisons (STC) in clinical trial analysis.

AutoML Optimizer

Automates hyperparameter tuning and model selection using intelligent search strategies like Bayesian optimization.

Excel & Spreadsheet Management

Manages complex Excel workbooks with automated formula creation, financial modeling standards, and data analysis.

Veo 3.1 Video Interpolation

Generates cinematic video transitions and morphing animations between two keyframe images using Google’s Veo 3.1 via fal.ai.

Time Series Forecaster

Automates complex time-series forecasting pipelines including trend analysis, seasonality detection, and multi-model predictions.

ML-NMR Methodology Specialist

Provides expert methodological guidance and implementation patterns for Multilevel Network Meta-Regression (ML-NMR) in evidence synthesis.

ADK Real-Time Streaming Patterns

Configures Google ADK bidirectional streaming to build low-latency, multimodal AI agents with real-time voice and video capabilities.

Multi-Provider LLM Integration

Integrates multiple LLM providers using isolated interfaces and normalized data structures for consistent AI implementation.

LangGraph Builder

Constructs sophisticated, stateful AI agent workflows and graph-based logic using LangGraph best practices.