Data Science & ML Claude 技能

Hydrological Forecasting Suite

Performs hydrological modeling and streamflow forecasting using Julia-based classical and machine learning models.

LangGraph Architecture Analysis

Analyzes LangGraph application workflows to identify performance bottlenecks and propose architecture-level optimizations for cost, latency, and accuracy.

AI Multimodal Processing

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

Hugging Face Space Deployer

Automates the creation, configuration, and deployment of machine learning demos on Hugging Face Spaces using Gradio, Streamlit, and ZeroGPU.

LangGraph Fine-Tuning Optimizer

Optimizes LangGraph application performance through iterative prompt engineering and node-level logic refinements based on quantitative evaluation criteria.

DiffDock Molecular Docking

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

UMAP-Learn Dimensionality Reduction

Performs high-performance nonlinear dimensionality reduction for data visualization, clustering preprocessing, and supervised manifold learning.

Pysam Genomic Toolkit

Manipulates genomic datasets and processes Next-Generation Sequencing (NGS) files using a Pythonic interface to htslib.

AI Prompting Standards

Optimizes AI agent performance through Anthropic-based context engineering and prompt structure standards.

Astropy Astronomy Toolkit

Provides comprehensive tools for astronomical data analysis, coordinate transformations, and cosmological calculations within Python environments.

Scikit-Bio

Analyzes biological data including sequences, phylogenetic trees, and microbial diversity metrics using specialized Python tools.

AgentDB Reinforcement Learning Plugins

Empowers AI agents to learn and improve through experience using 9 specialized reinforcement learning algorithms and WASM-accelerated inference.

AgentDB Advanced Features

Enables high-performance distributed vector search and multi-agent coordination using QUIC synchronization and hybrid search.

Quantum Physics Simulation (QuTiP)

Simulates and analyzes quantum mechanical systems using the Quantum Toolbox in Python (QuTiP).

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive systems to enable AI agents to recognize patterns and optimize strategies through experience.

PyTDC Therapeutics Data Commons

Accesses and manages AI-ready drug discovery datasets, benchmarks, and molecular oracles for therapeutic machine learning.

Histolab Pathology Toolkit

Processes and prepares whole slide pathology images for deep learning and digital pathology workflows.

Mobility Manager

Optimizes 5G RAN mobility and handover performance using cognitive AI and predictive trajectory modeling.

AgentDB Memory Patterns

Implements high-performance persistent memory and pattern learning for stateful AI agents using AgentDB.

FluidSim CFD Framework

Executes high-performance computational fluid dynamics simulations and analysis using pseudospectral methods in Python.

GeoPandas Geospatial Analysis

Enables advanced geospatial vector data analysis, geometric operations, and spatial mapping within Python environments.

Biopython Bioinformatics Tools

Streamlines computational molecular biology tasks and bioinformatics workflows using the Biopython library.

ML Researcher (RAN & RL)

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

AnnData Genomics & Data Science

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

HPC Development & Testing Workflow

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

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.

GPU Memory Cleanup

Prevents Jupyter notebook hangs by explicitly managing CuPy GPU memory pools and Python garbage collection.

Weaviate RAG Integration

Implements and manages Retrieval-Augmented Generation (RAG) systems using Weaviate vector databases for semantic search and document retrieval.

Python Performance Optimization Patterns

Optimizes Python codebases using verified, low-risk patterns for I/O, NumPy operations, and efficient directory scanning.