Deploying Machine Learning Models with Flask for Beginners

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-wi…

Type
video
Category
publication date
2021-04-21
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

duration
151
key features
Create your own API endpoint for your machine learning models * Create a Flask application from scratch * Deploy your model on the web
approach
This course takes a hands-on approach where the author implements the code and explains why it is done.
audience
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.
meta description
Create APIs for machine learning with Flask and deploy your application to the web
short description
The goal of this course is to teach you how to deploy machine learning models in Flask. You’ll also learn to deploy applications to the web. You’ll learn to train your models, test them, and ensure that they are of the best quality.
subtitle
Build machine learning models with Flask and deploy it to the web
keywords
Flask, Python, beginners, applications, web, website, deploy, endpoint, API, model, machine learning, ML
Product ISBN
9781801077187