Introduction to Machine Learning on AWS

About

In this course, we start with some services where the training model and raw inference is handled for you by Amazon. We'll cover services which do the heavy lifting of computer vision, data extraction and analysis, language processing, speech recognition, translation, ML model training and virtual agents. You'll think of your current solutions and see where you can improve these solutions using AI, ML or Deep Learning. All of these solutions can work with your current applications to make some improvements in your user experience or the business needs of your application.

What you will learn

At the end of this course, students will be able to:

Apply machine learning and artificial intelligence to tasks that you'd normally think you'd need a human to do
Understand the differences between Machine Learning, Artificial Intelligence and Deep Learning
Analyze labels and images using advanced technology
Learn how to host your own machine learning models with Amazon Sagemaker

Skills you learn

• Natural Language Processing
• Computer Vision
• Artificial Intelligence
• Deep Learning
• Amazon Textract
• Amazon Rekognition
• Amazon Web Services
• Machine Learning
• Cloud Computing
• Image Analysis

Syllabus

Week 1:

Video :Course Introduction

Video : Week 1 Introduction

Video : Computer Vision: Amazon Rekognition

Video : Exercise Introduction: Amazon Rekognition

Exercise : Amazon Rekognition

Video : Exercise Walkthrough: Amazon Rekognition

Video : Data extraction and analysis: Amazon Textract

Video : Exercise Introduction: Amazon Textract

Exercise: Amazon Textract

Video : Exercise Walkthrough: Amazon Textract

Video : Language Processing: Amazon Comprehend

Video : Exercise Introduction: Amazon Comprehend

Exercise : Amazon Comprehend

Video : Exercise Walkthrough: Amazon Comprehend

Quiz : Week 1 Quiz

_Week 2: _

Video : Week 2 Introduction

Video : Speech Recognition: Amazon Transcribe

Video: Language Translation: Amazon Translate

Video: Exercise Introduction: Amazon Transcribe and Amazon Translate

Exercise: Amazon Transcribe and Amazon Translate

Video: Exercise Walkthrough: Amazon Transcribe and Amazon Translate

Video: Virtual Agents: Amazon Lex

Video: Exercise Introduction: Amazon Lex

Exercise: Amazon Lex

Video: Exercise Walkthrough: Amazon Lex

Video: Amazon SageMaker

Video: Demo: Amazon SageMaker

Quiz: Week 2 Quiz

Auto Summary

"Introduction to Machine Learning on AWS" is a foundational course ideal for software developers and engineers new to AWS's machine learning services. Offered by edX, this 15-hour course provides essential skills and knowledge, with subscription options available in Starter and Professional tiers.