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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