Practical pydantic validation decorators that support manual invocation. 支持手动调用的实用的pydantic验证装饰器。

Framework Python para pipelines de ingestão de dados com arquitetura modular: conectores, validadores Pydantic, transformers e loaders (JSON, PostgreSQL) plugáveis.

Url shortener api for the shrinklink project

End-to-End Python implementation of Semantic Divergence Metrics (SDM) for LLM hallucination detection. Uses ensemble paraphrasing, joint embedding clustering, and information-theoretic measures (JSD, KL divergence, Wasserstein distance) to quantify prompt-response semantic consistency. Based on Halperin (2025).

Analysing baby feeding data. Example data validation and transformation pipeline with interactive plotly dash application

A production-grade AIOps framework focused on model integrity and autonomous reliability. Features a LightGBM-driven multiclass inference engine via FastMCP, validated against data leakage through NMI analysis. Includes real-time Population Stability Index (PSI) drift monitoring and a closed-loop human-in-the-loop feedback system for sustainable ML

Pydantic 中文文档

Successfully developed a Healthcare AI Clinical Decision Support System, leveraging LangGraph, GPT-4o-mini, and PubMed to deliver real-time patient risk stratification, evidence-based treatment recommendations, and personalized clinical road maps with integrated drug safety validations.

Typed version of joblib's cache to work with pydantic validation and type checkers

Transform CI/CD failure logs into real-time automated anomaly detection and root-cause classification using supervised machine learning.