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AWS: Introduction to Machine Learning on AWS

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This course is intended for software developers and engineers taking their first steps with the AWS services that do much of heavy lifting of Machine Learning for you.

Introduction to Machine Learning on AWS
2 semanas
2–4 horas por semana
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Sobre este curso

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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.

De un vistazo

  • Institution AWS
  • Subject Informática
  • Level Introductory
  • Prerequisites

    Prior application development experience

  • Language English
  • Video Transcript English
  • Associated skillsComputer Vision, Amazon Rekognition, Machine Learning, Amazon Textract, Image Analysis, Natural Language Processing, Artificial Intelligence, Deep Learning, Amazon Web Services, Cloud Computing

Lo que aprenderás

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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

Plan de estudios

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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

Preguntas frecuentes

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Q. Are there any prerequisites for this course?
A. There are no required prerequisites for this course. However, we recommend that leaners have a general understanding of cloud computing and security concepts.
Q. Are there any costs associated with this course?
A. Learners can register for the course in an Audit track or Verified Certificate track. The Audit track is free, but has restrictions. The Verified Certificate track costs $99 and provides full access to course content for the duration. Please visit edx.org for more information.
Q. Are there hands-on activities in this course?
A. Yes, this course includes hands-on lab exercises. However, these exercises are restricted to learners in the Verified Certificate Track.
Q. How much time will this course require?
A. If following the weekly schedule, learners should plan to spend 2-4 hours per week on this course. However, learners may complete the course at their own pace.
Q. Will I receive a certificate for this course?
A. Learners enrolled in the Verified Certificate path will receive a certificate upon successful completion of the course.
Q. What is the grading policy for this course?
A. All learners may take weekly quizzes, which are not graded and allow unlimited retries.
Learners in the Verified Certificate track are able to take the final course assessment in the course. Passing the final assessment is required to obtain the Verified Certificate.
Learners in the Audit track will not have access to the final assessment, and will not be able to earn a certificate.
Q. How are discussions used in this course?
A. This course has discussion groups aligned to each week of the course. We encourage learners to ask questions or offer suggestions and feedback. AWS Instructors will monitor the discussion groups to answer questions specific to the exercises and topics covered in the course.
Q. When will course content be available?
A. All course content will be available when the course opens. Since AWS frequently publishes service updates and new features/functionality, there may be a need to update the course content during its lifetime. If course content is updated, a notice will be placed on the course home page.
Q. Will this course help me prepare for an AWS Certification?
A. Earning an AWS Certification typically requires both knowledge and experience. While this course, if taken in isolation, will provide you with baseline information about cloud security, it will not equip you to earn an AWS Certification. For more information about AWS Certifications, including recommended training and experience requirements, visit aws.amazon.com/certification.

¿Quién puede hacer este curso?

Lamentablemente, las personas residentes en uno o más de los siguientes países o regiones no podrán registrarse para este curso: Irán, Cuba y la región de Crimea en Ucrania. Si bien edX consiguió licencias de la Oficina de Control de Activos Extranjeros de los EE. UU. (U.S. Office of Foreign Assets Control, OFAC) para ofrecer nuestros cursos a personas en estos países y regiones, las licencias que hemos recibido no son lo suficientemente amplias como para permitirnos dictar este curso en todas las ubicaciones. edX lamenta profundamente que las sanciones estadounidenses impidan que ofrezcamos todos nuestros cursos a cualquier persona, sin importar dónde viva.

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