Course Outline

Introduction to AWS and its AI/ML services

Setting Up AWS Environment

  • Creating and managing an AWS account
  • Introduction to AWS Management Console
  • Setting up AWS CLI and SDKs

Overview of AWS AI/ML Services

  • Amazon SageMaker, AWS Deep Learning AMIs, and AWS AI Services
  • Real-world applications of AI/ML on AWS
  • Case studies and industry examples

Amazon SageMaker

  • Introduction to Amazon SageMaker
  • SageMaker Studio and notebook instances
  • Key features and functionalities
  • Importing and processing data in SageMaker
  • Feature engineering and data cleaning

Model Training and Tuning

  • Creating and configuring training jobs
  • Using built-in algorithms and custom scripts
  • Hyperparameter tuning
  • Debugging and profiling training jobs

Model Deployment and Management

  • Endpoint creation and configuration
  • Model monitoring and management
  • Advanced Deployment Techniques
  • Multi-model endpoints
  • A/B testing and blue/green deployments

AWS AI Services for Specific Use Cases

  • Amazon Rekognition
  • Image and video analysis
  • Text-to-speech and speech-to-text services
  • Integrating Polly and Transcribe into applications

Advanced AI Services on AWS

  • Overview of Amazon Comprehend and Lex
  • Natural language processing and chatbot services
  • Building and deploying chatbots with Lex
  • Amazon translate and forecast
  • Language translation and time-series forecasting
  • Practical applications and use cases

Summary and Next Steps

Requirements

  • Basic understanding of AI/ML concepts
  • Familiarity with AWS basics
  • Programming knowledge in Python

Audience

  • Data scientists
  • Machine learning engineers
  • AI enthusiasts
  • IT professionals
 14 Hours

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 3200 € + VAT*

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