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Introduction to Machine Learning on AWS

Learn the tools and practices of Machine Learning on Amazon Web Services with a blend of instructional courses, quizzes, and hands-on labs.
Difficulty: Beginner
Duration: Up to 6 hours and 15 minutes
Students: 4,747
Rating: 4.8/5
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Content overview

7 steps
There are 5 Courses in this learning path
There are 2 Hands-on Labs in this learning path
Difficulty: Beginner. Duration: 1m 45s.
COURSE
Beginner
Duration: 1 minute and 45 seconds
Introduction to Machine Learning on AWS Course
This lesson provides an overview of the Introduction to Machine Learning on AWS Course.
Difficulty: Beginner. Duration: 48m 23s.
COURSE
Beginner
Duration: 48 minutes and 23 seconds
Introduction to Machine Learning Concepts
In this lesson, you'll learn about Machine Learning and where it fits within the wider Artificial Intelligence (AI) field.
Difficulty: Beginner. Duration: 36m 43s.
COURSE
Beginner
Duration: 36 minutes and 43 seconds
Introduction to Data and Machine Learning
This lesson has been expertly created to provide you with a strong foundation in machine learning and deep learning.
Difficulty: Beginner. Duration: 1h 23m.
COURSE
Beginner
Duration: 1 hour and 23 minutes
Module 0 - What is Machine Learning? - Part One
This lesson is the first in a two-part series covering the fundamentals of machine learning.
Difficulty: Beginner. Duration: 1h 30m.
COURSE
Beginner
Duration: 1 hour and 30 minutes
Module 0 - What is Machine Learning? - Part Two
This lesson is part two of the module on machine learning and covers unsupervised learning, the theoretical basis for machine learning, model and linear regression, the semantic gap, and how we approximate the truth.
Difficulty: Beginner. Duration: Up to 45m.
HANDS-ON LAB
Beginner
Duration: Up to 45 minutes
Analyzing CPU vs GPU Performance for AWS Machine Learning
Take control of a p2.xlarge instance equipped with an NVIDIA Tesla K80 GPU to perform CPU vs GPU performance analysis for AWS Machine Learning in this Lab.
Difficulty: Intermediate. Duration: Up to 1h 10m.
HANDS-ON LAB
Intermediate
Duration: Up to 1 hour and 10 minutes
Using a TensorFlow Neural Network to Style Images
Join this Lab and gain experience using an TensorFlow convolutional neural network to style images and monitor the GPU used for training in Amazon CloudWatch.