Data Science & ML Claude 技能

Biopython Molecular Biology Toolkit

Streamlines computational molecular biology tasks including sequence analysis, biological file parsing, and programmatic NCBI database access.

Modal Cloud Compute

Deploys and runs Python applications on serverless cloud infrastructure with automatic scaling and GPU acceleration.

ClinicalTrials.gov Research Assistant

Queries and analyzes the ClinicalTrials.gov database to retrieve comprehensive trial data, patient matching information, and drug intervention research.

Life Science Literature Explorer

Automates the discovery, extraction, and visualization of open-access life science research from PubMed and Europe PMC.

ENA Database Access

Retrieves nucleotide sequences, raw sequencing reads, and metadata from the European Nucleotide Archive for genomics research.

Rust Machine Learning

Builds high-performance machine learning systems and AI inference pipelines using Rust's memory-efficient ecosystem.

Rapid Quantitative Implementation

Accelerates the development of financial models and UI components by building and running functional code immediately for instant visual feedback.

ML & NLP Processing

Powers high-accuracy OCR, named entity recognition, and search reranking for document processing and RAG optimization.

Optical Character Recognition (OCR)

Extracts structured text from images and scanned documents using multiple high-performance OCR engines.

Text Classification & Labeling

Classifies and categorizes text using zero-shot learning or custom-trained SetFit models for high-accuracy document labeling.

Machine Learning Model Deployment

Automates the end-to-end process of deploying, containerizing, and serving machine learning models via production-ready APIs.

DTS (Data Tool Suite)

Facilitates observable data exploration and dbt project analysis through a structured SQL query and interpretation workflow.

Denario Scientific Research Assistant

Automates the end-to-end scientific research pipeline from hypothesis generation and data analysis to publication-ready LaTeX manuscripts.

LlamaFarm Config Generator

Generates and modifies LlamaFarm RAG configurations using natural language descriptions to streamline document processing setups.

Polars ML Feature Buffers

Manages high-performance data buffers for real-time feature engineering and time-series analysis using Polars.

LlamaFarm Service Control: Stop

Manages the graceful termination of LlamaFarm backend services and background RAG workers.

ML Anomaly Detection

Identifies statistical outliers and patterns in batch or streaming datasets using specialized machine learning backends.

Streaming Anomaly Detection

Detects anomalies in real-time data streams using automated model updates and configurable windowing strategies.

Prompt Engineering Patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production.

ML Use Case Patterns

Implements production-ready machine learning pipelines for IoT monitoring, fraud detection, and document intelligence using LlamaFarm patterns.

LlamaFarm Service Manager

Orchestrates the initialization and health monitoring of LlamaFarm backend services, RAG workers, and ML runtimes.

LlamaFarm Project Scaffolding

Scaffolds production-ready RAG and document processing projects from curated LlamaFarm templates.

LlamaFarm Config Validator

Validates LlamaFarm YAML configurations against schemas and custom business rules to ensure project integrity.

ReasoningBank AgentDB Adaptive Learning

Implements high-performance adaptive learning and memory distillation for self-improving AI agents using AgentDB.

Apple MLX Development

Writes idiomatic Apple MLX code for high-performance machine learning optimized for Apple Silicon hardware.

Flow Nexus Neural Networks

Trains and deploys complex neural network architectures within distributed E2B sandbox environments for scalable machine learning workflows.

AgentDB Learning Plugins

Implements and trains advanced reinforcement learning algorithms to create autonomous agents that evolve through experience.

Excel Pivot Wizard

Generates professional Excel pivot tables and visualizations from raw data using natural language commands.

Nixtla Prediction Market Schema Mapper

Maps and transforms prediction market datasets into standardized Nixtla-compatible formats for automated time-series forecasting.

ArXiv Paper Researcher

Automatically downloads, parses, and summarizes ArXiv research papers to provide actionable insights for your project.