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Building data science applications with FastAPI : develop, manage, and deploy efficient machine learning applications with Python /

Learn all the features and best practices of FastAPI to build, deploy, and monitor powerful data science and AI apps, like object detection or image generation. Purchase of the print or Kindle book includes a free PDF eBook Key Features Uncover the secrets of FastAPI, including async I/O, type hinti...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Voron, François (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Birmingham, UK : Packt Publishing Ltd., 2023.
Edición:Second edition.
Temas:
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)
Tabla de Contenidos:
  • Table of Contents Python Development Environment Setup Python Programming Specificities Developing a RESTful API with FastAPI Managing Pydantic Data Models in FastAPI Dependency Injection in FastAPI Databases and Asynchronous ORMs Managing Authentication and Security in FastAPI Defining WebSockets for Two-Way Interactive Communication in FastAPI Testing an API Asynchronously with pytest and HTTPX Deploying a FastAPI Project Introduction to Data Science in Python Creating an Efficient Prediction API Endpoint with FastAPI Implementing a Real-Time Object Detection System Using WebSockets with FastAPI Creating a Distributed Text-to-Image AI System Using the Stable Diffusion Model Monitoring the Health and Performance of a Data Science System.