Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform

Pramod Singh

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Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform

Pramod Singh

(0) Rašyti atsiliepimą

Knygos „Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform“ aprašymas

Knygos aprašymas

Build and deploy machine learning and deep learning models in production with end-to-end examples.

This book begins with a focus on the machine learning model deployment process and its related challenges. Next, it covers the process of building and deploying machine learning models using different web frameworks such as Flask and Streamlit. A chapter on Docker follows and covers how to package and containerize machine learning models. The book also illustrates how to build and train machine learning and deep learning models at scale using Kubernetes.

The book is a good starting point for people who want to move to the next level of machine learning by taking pre-built models and deploying them into production. It also offers guidance to those who want to move beyond Jupyter notebooks to training models at scale on cloud environments. All the code presented in the book is available in the form of Python scripts for you to try the examples and extend them in interesting ways.

What You Will Learn

Build, train, and deploy machine learning models at scale using Kubernetes Containerize any kind of machine learning model and run it on any platform using Docker Deploy machine learning and deep learning models using Flask and Streamlit frameworks

Who This Book Is For

Data engineers, data scientists, analysts, and machine learning and deep learning engineers

Informacija

Autorius:	Pramod Singh
Leidėjas:	Apress
Išleidimo metai:	2020
Knygos puslapių skaičius:	164
ISBN-10:	1484265459
ISBN-13:	9781484265451
Formatas:	235 x 155 x 10 mm. Knyga minkštu viršeliu
Kalba:	Anglų

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Smartpost paštomatas	Per 18-26 val.
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DPD paštomatas	Vilniuje: per 4-26 val., kitur Lietuvoje: per 18-26 val.
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Pristatymo būdas	Knygos pristatymo trukmė*
Smartpost paštomatas	Per 24-48 val.
Venipak paštomatas	Per 24-48 val.
LP Express terminalas	Per 24-48 val.
DPD paštomatas	Vilniuje: per 24-32 val., kitur Lietuvoje: per 24-48 val.
Omniva paštomatas	Per 24-48 val.
Lietuvos pašto skyrius	Per 24-72 val.
Nurodytu adresu	Per 24-48 val.

Pristatymo būdas	Knygos pristatymo trukmė
Smartpost paštomatas	3-6 darbo dienos
Venipak paštomatas	3-6 darbo dienos
LP Express terminalas	3-6 darbo dienos
DPD paštomatas	3-6 darbo dienos
Omniva paštomatas	3-6 darbo dienos
Lietuvos pašto skyrius	5-8 darbo dienos
Nurodytu adresu	3-6 darbo dienos

Pristatymo būdas ir kaina LIETUVOJE
Atsiėmimas biure Vilniuje Galimas tik nuo 15 € NEMOKAMAS
Venipak paštomatas Prekių suma iki 20 € - kaina 1,89 € virš 20€ pristatymas NEMOKAMAS
Smartpost paštomatas Prekių suma iki 20 € - kaina 1,99 € virš 20 € pristatymas NEMOKAMAS
Omniva paštomatas Prekių suma iki 25 € - kaina 2,49 € virš 25 € pristatymas NEMOKAMAS
LP Express terminalas Prekių suma iki 25 € - kaina 2,49 € virš 25 € pristatymas NEMOKAMAS
DPD paštomatas Prekių suma iki 25 € - kaina 2,99 € virš 25 € pristatymas NEMOKAMAS
Lietuvos pašto skyrius Prekių suma iki 25 € - kaina 2,49 € virš 25 € pristatymas NEMOKAMAS
Nurodytu adresu Prekių suma iki 25 € - kaina 3,49 € virš 25 € pristatymas NEMOKAMAS