Deploying Machine Learning Models with Flask for Beginners

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Dan We

2:30:52

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01.01-hello_and_welcome_to_the_course.mp4

01:32

01.02-introduction_to_flask.mp4

08:12

01.03-defining_and_training_the_model.mp4

23:55

01.04-evaluating_and_saving_the_trained_model.mp4

05:54

01.05-testing_the_model_availability_and_making_a_first_prediction.mp4

07:01

01.06-defining_the_boundaries_of_your_input_data.mp4

03:00

01.07-creating_our_flask_application.mp4

05:57

01.08-creating_the_flask_endpoint_and_ensuring_data_quality_checks.mp4

17:15

01.09-testing_our_api_endpoint.mp4

14:38

01.10-introduction_to_image_classification.mp4

10:06

01.11-flask_application-an_endpoint_for_your_image_classification_api.mp4

19:11

01.12-the_html_template_explained.mp4

06:41

01.13-predicting_images_on_your_hosted_flask_web_application.mp4

03:09

01.14-congratulations_and_final_words_of_wisdom.mp4

00:55

02.01-deploying_your_model_on_the_internet_for_free.mp4

23:26

9781801077187_Code.zip

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

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Machine Learning

Dan We

Instructor's Courses

Dan We is a 32-year-old entrepreneur, data scientist, and data analytics/visual analytics consultant. He holds a master’s degree and is certified in Power BI as a qualified associate in Tableau. He is currently working in business intelligence and helps major companies get key insights from their data in order to deliver long-term growth and outpace their competitors. He is committed to supporting other people by offering them educational services to help them accomplish their goals and become the best in their profession or explore a new career path.

PacktPub

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Packt is a publishing company founded in 2003 headquartered in Birmingham, UK, with offices in Mumbai, India. Packt primarily publishes print and electronic books and videos relating to information technology, including programming, web design, data analysis and hardware.