你将学到什么
Key problems that Machine Learning can address and ultimately help solve.
How to build intelligent applications using Amazon AI services like Amazon Comprehend, Amazon Rekognition, Amazon Translate and others.
How to build, train and deploy a model using Amazon SageMaker with built-in algorithms and Jupyter Notebook instance.
Sneak peek into AWS DeepLens - The world’s first deep learning enabled video camera for developers.
课程概况
Machine learning (ML) is one of the fastest growing areas in technology and a highly sought after skillset in today’s job market. The World Economic Forum states the growth of artificial intelligence (AI) could create 58 million net new jobs in the next few years, yet it’s estimated that currently there are 300,000 AI engineers worldwide, but millions are needed. This means there is a unique and immediate opportunity for you to get started with learning the essential ML concepts that are used to build AI applications – no matter what your skill levels are. Learning the foundations of ML now, will help you keep pace with this growth, expand your skills and even help advance your career.
This course will teach you how to get started with AWS Machine Learning. Key topics include: Machine Learning on AWS, Computer Vision on AWS, and Natural Language Processing (NLP) on AWS. Each topic consists of several modules deep-diving into variety of ML concepts, AWS services as well as insights from experts to put the concepts into practice.
课程大纲
周1
完成时间为 1 小时
Introduction to Machine Learning
What is Artificial Intelligence?19分钟
What is Machine Learning?9分钟
What is Deep Learning?13分钟
Understanding Neural Networks7分钟
Machine Learning Algorithms Explained24分钟
1 个练习
Quiz 15分钟
周2
完成时间为 1 小时
Machine Learning Pipeline
The Machine Learning Process59分钟
1 个练习
Quiz 25分钟
周3
完成时间为 1 小时
Amazon AI Services: Computer Vision
Introduction to Amazon Rekognition7分钟
Introduction to AWS DeepLens8分钟
Hands-on Rekognition: Automated Video Editing15分钟
Deep Dive on Amazon Rekognition26分钟
1 个练习
Quiz 35分钟
周4
完成时间为 1 小时
Amazon AI Services: NLP
Introduction to Amazon Comprehend16分钟
Introduction to Amazon Comprehend Medical7分钟
Introduction to Amazon Translate9分钟
Introduction to Amazon Transcribe9分钟
Deep Dive with Amazon Transcribe29分钟
1 个练习
Quiz 45分钟
周5
完成时间为 3 小时
Introduction to Amazon SageMaker
Introduction to Amazon SageMaker12分钟
Introduction to Amazon SageMaker GroundTruth11分钟
Introduction to Amazon SageMaker Neo10分钟
Automatic model tuning using Amazon SageMaker33分钟
Amazon Sagemaker: Object Detection on Images labeled with Ground Truth1 小时 10 分
Build a text classification model with Glue and Sagemaker35分钟
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