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Duration 14 hours
Course Outline
Introduction to Alibaba Cloud AI Services
- Overview of Alibaba Cloud's AI service portfolio
- Configuring the Alibaba Cloud environment
- Grasping the functionality of Alibaba Cloud SDKs and APIs
Developing AI Applications on Alibaba Cloud
- Constructing intelligent applications leveraging cloud services
- Incorporating AI models into established cloud workflows
- Establishing authentication and security protocols for AI services
Computer Vision and Image Processing
- Image classification and object detection techniques
- Facial recognition and biometric identification solutions
- Case study: Implementing smart surveillance with Alibaba Cloud
Natural Language Processing with Alibaba Cloud
- Text analysis and sentiment interpretation
- Designing chatbots and language models
- Deploying speech-to-text and text-to-speech capabilities
Data Processing and Predictive Analytics
- Utilizing data lakes and machine learning models
- Predictive maintenance strategies and anomaly detection
- Real-time data processing using Alibaba Cloud DataWorks
Monitoring and Managing AI Workloads
- Performance monitoring and optimization strategies
- Managing AI models and updating service versions
- Safeguarding data security and ensuring compliance
Case Studies and Best Practices
- Real-world applications of Alibaba Cloud AI
- Key takeaways and success stories
- Formulating an AI strategy with Alibaba Cloud
Conclusion and Future Directions
Requirements
- Foundational understanding of cloud computing principles
- Prior experience in AI development
- Proficiency in programming languages, such as Python
Target Audience
- Cloud Engineers
- AI Developers
- Data Scientists
