Data Science & ML Claude 技能

STC Methodology Expert

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

HPC Development & Testing Workflow

Streamlines scientific development on HPC environments using multi-root workspaces and automated test data extraction.

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.

ReasoningBank Intelligence

Empowers AI agents with adaptive learning and pattern recognition to optimize workflows and decision-making strategies through experience.

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.

LangGraph Patterns Expert

Optimizes LangGraph agent architectures by implementing explicit state management, granular node design, and robust transition patterns.

LLM Integration & Orchestration

Integrates multiple LLM providers like Anthropic, OpenAI, and Google Gemini into applications using advanced orchestration and reasoning patterns.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks across sandboxed E2B environments using multiple architectures and federated learning.

AgentDB Memory Patterns

Implements persistent, high-performance memory and learning patterns for AI agents using AgentDB.

AgentDB Reinforcement Learning

Implements and trains autonomous agents using nine specialized reinforcement learning algorithms for self-improving behavior.

Prompt Engineering Expert

Optimizes and crafts high-performance LLM prompts using research-backed techniques like Chain-of-Thought and Few-Shot learning.

Excel & Spreadsheet Automation

Automates the creation, formatting, and analysis of professional-grade Excel spreadsheets and financial models.

AgentDB Memory Patterns

Implements high-performance persistent memory systems for AI agents to enable long-term context retention and autonomous pattern learning.

RAG Systems

Implements robust Retrieval-Augmented Generation (RAG) pipelines including document ingestion, hybrid search, reranking, and intelligent query routing.

Excel & Spreadsheet Master

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets and financial models with dynamic formulas and rigorous verification.

RAG Implementation

Implements Retrieval-Augmented Generation (RAG) systems with vector databases and semantic search to build grounded, knowledge-aware AI applications.

Ollama Model Management & Optimization

Optimizes local LLM orchestration and GPU performance for Ollama-integrated AI environments.

Advanced Excel & Spreadsheet Manager

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and industry-standard financial modeling.

Structural Biology Analysis

Analyzes protein and molecular structures through AlphaFold interpretation, quality validation metrics, and comparative structural techniques.

DBF Data Analysis & Conversion

Analyzes legacy Thai DBF accounting databases by converting them to Parquet for high-performance DuckDB querying.

AI Gateway Manager

Manages and routes requests across multiple AI providers including Anthropic, Ollama, and HuggingFace.

Moodle AI Subsystem Integration

Streamlines the development of AI-powered features within the Moodle LMS using the official AI Subsystem for version 4.5 and above.

ReasoningBank with AgentDB

Implements high-performance adaptive learning patterns and trajectory tracking for self-learning agents using a 150x faster vector database.

Clinical Trials Statistical Analysis

Provides R-based statistical methods and best practices for clinical trial design, analysis, and regulatory reporting.