Machine Learning Fundamentals / Saleh, Hyatt.

Format:

Video

Author/Creator:

Saleh, Hyatt, author.

Sen, Samik, author.

Language:

English

Subjects (All):

Machine learning.

Python (Computer program language).

Artificial intelligence.

Genre:

Electronic videos.

Physical Description:

1 online resource (1 video file, approximately 3 hr., 19 min.)

Edition:

1st edition

Other Title:

Sub-title on title screen: Use Python and scikit-learn to get up and running with the hottest developments in AI

Place of Publication:

Packt Publishing, 2019.

System Details:

video file

Summary:

Use Python and scikit-learn to get up and running with the hottest developments in AI About This Video Explore scikit-learn uniform API and its application into any type of model Understand the difference between supervised and unsupervised models Learn the usage of machine learning through real-world examples In Detail You'll begin by learning how to use the syntax of scikit-learn. You'll study the difference between supervised and unsupervised models, as well as the importance of choosing the appropriate algorithm for each dataset. You'll apply unsupervised clustering algorithm over 1990 US Census dataset, to discover patterns and profiles, and explore the process to solve a supervised machine learning problem. Then, the focus of the course shifts to supervised learning algorithms. You'll learn to implement different supervised algorithms and develop neural network structures using the scikit-learn package. You'll also learn how to perform coherent result analysis to improve performance of the algorithm by tuning hyperparameters. When it finishes, this course would have given you the skills and confidence to start programming machine learning algorithms. Downloading the example code for this course: You can download the example code files for all Packt video courses you have purchased from your account at http://www.PacktPub.com . If you purchased this course elsewhere, you can visit http://www.PacktPub.com/support and register to have the files e-mailed directly to you.

Participant:

Presenter, Samik Sen.

Notes:

Online resource; Title from title screen (viewed February 27, 2019)

Title from resource description page (Safari, viewed April 11, 2019).

OCLC:

1096452715