Course Outline

Introduction to Alibaba Cloud AI Services

  • Overview of Alibaba Cloud AI offerings
  • Setting up the Alibaba Cloud environment
  • Understanding Alibaba Cloud SDK and APIs

Implementing AI Applications on Alibaba Cloud

  • Building intelligent applications using cloud services
  • Integrating AI models into existing cloud workflows
  • Configuring authentication and security for AI services

Computer Vision and Image Processing

  • Image classification and object detection
  • Facial recognition and biometric solutions
  • Case study: Smart surveillance with Alibaba Cloud

Natural Language Processing with Alibaba Cloud

  • Text analysis and sentiment detection
  • Building chatbots and language models
  • Implementing speech-to-text and text-to-speech solutions

Data Processing and Predictive Analytics

  • Leveraging data lakes and machine learning models
  • Predictive maintenance and anomaly detection
  • Real-time data processing with Alibaba Cloud DataWorks

Monitoring and Managing AI Workloads

  • Performance monitoring and tuning
  • Managing AI models and updating services
  • Ensuring data security and compliance

Case Studies and Best Practices

  • Real-world implementations of Alibaba Cloud AI
  • Lessons learned and success stories
  • Developing an AI strategy with Alibaba Cloud

Summary and Next Steps

Requirements

  • Basic knowledge of cloud computing
  • Experience with AI development
  • Familiarity with programming languages such as Python

Audience

  • Cloud engineers
  • AI developers
  • Data scientists
 14 Hours

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