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AWS 機器學習入門

Getting Started with AWS Machine Learning

This course will teach you how to get started with AWS Machine Learning.

AWS

Coursera

計算機

普通(中級)

9 小時

本課程由Coursera和Linkshare共同提供
  • 英語
  • 392

課程概況

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.

你將學到什么

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.

課程大綱

周1
完成時間為 1 小時
Introduction to Machine Learning

What is Artificial Intelligence?19分鐘
What is Machine Learning?9分鐘
What is Deep Learning?13分鐘
Understanding Neural Networks7分鐘
Machine Learning Algorithms Explained24分鐘
1 個練習
Quiz 15分鐘

周2
完成時間為 1 小時
Machine Learning Pipeline

The Machine Learning Process59分鐘
1 個練習
Quiz 25分鐘

周3
完成時間為 1 小時
Amazon AI Services: Computer Vision

Introduction to Amazon Rekognition7分鐘
Introduction to AWS DeepLens8分鐘
Hands-on Rekognition: Automated Video Editing15分鐘
Deep Dive on Amazon Rekognition26分鐘
1 個練習
Quiz 35分鐘

周4
完成時間為 1 小時
Amazon AI Services: NLP

Introduction to Amazon Comprehend16分鐘
Introduction to Amazon Comprehend Medical7分鐘
Introduction to Amazon Translate9分鐘
Introduction to Amazon Transcribe9分鐘
Deep Dive with Amazon Transcribe29分鐘
1 個練習
Quiz 45分鐘

周5
完成時間為 3 小時
Introduction to Amazon SageMaker

Introduction to Amazon SageMaker12分鐘
Introduction to Amazon SageMaker GroundTruth11分鐘
Introduction to Amazon SageMaker Neo10分鐘
Automatic model tuning using Amazon SageMaker33分鐘
Amazon Sagemaker: Object Detection on Images labeled with Ground Truth1 小時 10 分
Build a text classification model with Glue and Sagemaker35分鐘

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  • (部分課程由Coursera、Udemy、Linkshare共同提供)

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