Deploying Machine Learning Models with Flask for Beginners: Build machine learning models with Flask and deploy it to the web

Dan We

₹3351.99

5 (2 Ratings)

Video Apr 2021 2hrs 31mins 1st Edition

Dan We

₹3351.99

5 (2 Ratings)

Video Apr 2021 2hrs 31mins 1st Edition

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Key benefits

Create your own API endpoint for your machine learning models
Create a Flask application from scratch
Deploy your model on the web

Description

Flask is a web application framework used to develop web applications. Getting started with Flask is easy, and its power lies in its ability to scale up to complex applications. In this course, you’ll learn the most effective ways to use Flask in order to create your own web application. You’ll begin with an introduction to Flask and quickly dive into defining and training your model. You’ll perform various actions on this model to train it and ensure that it is of the best quality for your application. You’ll also create and test API endpoints so you can predict the model’s behavior over time. By the end of this course, you’ll have the confidence to deploy this application to the web and learn how to fix any errors that may arise during this process. The code bundle for this course is available at https://github.com/PacktPublishing/Deploying-Machine-Learning-Models-with-Flask-for-Beginners

Who is this book for?

This course is for developers who are looking to learn Flask. A basic understanding of Python is preferred here as this will help you grasp the Flask concepts easier. You also need to have a functioning knowledge of machine learning and neural networks.

What you will learn

Define and train your model
Test the model availability and make predictions
Create a Flask endpoint and perform quality checks
Use image classification in your Flask application
Predict images on the Flask application
Deploy your machine learning model to the web

What do you get with a video?

Download this video in MP4 format

Access this title in our online reader with advanced features

DRM FREE - Read whenever, wherever and however you want

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Harold May 10, 2024

This is an excellent tutorial on making an image classifier using Tensorflow, Keras, Numpy, and Flask which is an unopinionated web server. Then this application can be hosted on Her OK for use as web application or cell app. This is a very enjoyable tutorial, I highly recommend it to beginners and others needing to see a reason to use Flask.

Subscriber review

lab Sep 20, 2023

Good for beginners

Deploying Machine Learning Models with Flask for Beginners: Build machine learning models with Flask and deploy it to the web

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Deploying Machine Learning Models with Flask for Beginners: Build machine learning models with Flask and deploy it to the web

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Description

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