AWS: Introduction to Machine Learning on AWS

AWS: Introduction to Machine Learning on AWS

by Amazon Web Services

AI and Machine Learning with AWS

An Introductory Course

Course Description

Welcome to an exciting journey into the world of Artificial Intelligence (AI) and Machine Learning (ML) with Amazon Web Services (AWS)! This introductory course is designed to give you hands-on experience with powerful AI and ML services offered by AWS, enabling you to enhance your current applications and solutions with cutting-edge technology.

What You'll Learn

  • Apply machine learning and artificial intelligence to tasks traditionally requiring human intervention
  • Distinguish between Machine Learning, Artificial Intelligence, and Deep Learning
  • Analyze labels and images using advanced technology
  • Host your own machine learning models with Amazon SageMaker
  • Utilize AWS services for computer vision, data extraction, language processing, speech recognition, and translation
  • Develop virtual agents using Amazon Lex
  • Integrate AI and ML solutions into existing applications to improve user experience and meet business needs

Prerequisites

  • Prior application development experience
  • Basic understanding of cloud computing concepts
  • Familiarity with programming languages (specific language not specified)

Course Content

  • Amazon Rekognition for computer vision tasks
  • Amazon Textract for data extraction and analysis
  • Amazon Comprehend for natural language processing
  • Amazon Transcribe for speech recognition
  • Amazon Translate for language translation
  • Amazon Lex for building virtual agents and chatbots
  • Amazon SageMaker for hosting and deploying machine learning models
  • Integration of AI/ML services with existing applications

Who This Course Is For

  • Application developers looking to enhance their skills with AI and ML
  • IT professionals interested in leveraging AWS services for intelligent solutions
  • Business analysts seeking to understand the potential of AI/ML in improving processes
  • Students and professionals curious about practical applications of AI and ML technologies

Real-World Applications

  • Automating image and video analysis for content moderation or security purposes
  • Extracting valuable data from documents and forms to streamline business processes
  • Enhancing customer service with intelligent chatbots and virtual agents
  • Improving accessibility through speech recognition and language translation
  • Developing smarter applications that can understand and process natural language
  • Creating personalized user experiences based on ML-driven insights
  • Optimizing business operations through data-driven decision making

Syllabus

Week 1:

  1. Course Introduction
  2. Computer Vision with Amazon Rekognition (includes exercise)
  3. Data extraction and analysis with Amazon Textract (includes exercise)
  4. Language Processing with Amazon Comprehend (includes exercise)
  5. Week 1 Quiz

Week 2:

  1. Speech Recognition with Amazon Transcribe
  2. Language Translation with Amazon Translate
  3. Combined exercise: Amazon Transcribe and Amazon Translate
  4. Virtual Agents with Amazon Lex (includes exercise)
  5. Introduction to Amazon SageMaker (includes demo)
  6. Week 2 Quiz

This comprehensive course will equip you with practical skills in AI and ML using AWS services, opening up a world of possibilities for enhancing your applications and solving complex business problems. Don't miss this opportunity to stay ahead in the rapidly evolving field of technology!

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