### Modelle für maschinelles Lernen mit spaCy und FastAPI – Funktionen

* **spaCy** NER-Modellintegration.
* **Azure Cognitive Search**-Anforderungsformat integriert.
* **Produktionsbereit** Python-Webserver, verwendet Uvicorn und Gunicorn.
* **Azure DevOps** Kubernetes (AKS) CI/CD-Deployment integriert.
* **Mehrsprachig** Wählen Sie bei der Projekteinrichtung ganz einfach eine der integrierten Sprachen von spaCy aus.

* Improve internal typing, declare `Optional` parameters. PR [#1731](https://github.com/tiangolo/fastapi/pull/1731) by [@MashhadiNima](https://github.com/MashhadiNima).
* Add external link [Deploy FastAPI on Azure App Service](https://www.tutlinks.com/deploy-fastapi-on-azure/) to docs. PR [#1726](https://github.com/tiangolo/fastapi/pull/1726) by [@windson](https://github.com/windson).

    title: Booking Appointments with Twilio, Notion, and FastAPI
  - author: Abhinav Tripathi - Microsoft Blogs
    link: https://devblogs.microsoft.com/cosmosdb/azure-cosmos-db-python-and-fastapi/
    title: Write a Python data layer with Azure Cosmos DB and FastAPI
  - author: Donny Peeters
    author_link: https://github.com/Donnype
    link: https://bitestreams.com/blog/fastapi-sqlalchemy/

### Machine Learning modelleri, spaCy ve FastAPI - Features

* **spaCy** NER model entegrasyonu.
* **Azure Cognitive Search** yerleşik istek biçimi.
* Uvicorn ve Gunicorn ile **Production ready** Python web server'ı.
* Dahili **Azure DevOps** Kubernetes (AKS) CI/CD deployment.
* **Multilingual**, Proje kurulumu sırasında spaCy'nin yerleşik dillerinden birini kolayca seçin.

### FastAPI + spaCy 机器学习模型 - 功能

* 集成 **spaCy** NER 模型
* 内置 **Azure 认知搜索**请求格式
* **生产可用**的 Python 网络服务器，使用 Uvicorn 与 Gunicorn
* 内置 **Azure DevOps** Kubernetes (AKS) CI/CD 开发
* **多语**支持，可在项目设置时选择 spaCy 内置的语言