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

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

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

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

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).

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.

Url shortener api for the shrinklink project

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

Pydantic 中文文档

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