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Duration 14 hours
Course Outline
Introduction to Alibaba Cloud AI Services
- Overview of Alibaba Cloud's AI portfolio
- Establishing the Alibaba Cloud environment
- Exploring Alibaba Cloud SDKs and APIs
Developing AI Applications on Alibaba Cloud
- Creating intelligent applications with cloud-based services
- Embedding AI models into existing cloud workflows
- Setting up authentication and security protocols for AI services
Computer Vision and Image Processing
- Image classification and object detection techniques
- Facial recognition and biometric solution implementations
- Case study: Smart surveillance systems using Alibaba Cloud
Natural Language Processing with Alibaba Cloud
- Text analysis and sentiment detection methods
- Development of chatbots and language models
- Deployment of speech-to-text and text-to-speech capabilities
Data Processing and Predictive Analytics
- Utilizing data lakes and machine learning models
- Predictive maintenance and anomaly detection strategies
- Real-time data processing via Alibaba Cloud DataWorks
Monitoring and Managing AI Workloads
- Performance monitoring and optimization tuning
- Managing AI models and service updates
- Ensuring data security and regulatory compliance
Case Studies and Best Practices
- Real-world implementations of Alibaba Cloud AI
- Insights from lessons learned and success stories
- Formulating an AI strategy with Alibaba Cloud
Summary and Next Steps
Requirements
- Foundational understanding of cloud computing concepts
- Practical experience in AI development
- Proficiency in programming languages, such as Python
Target Audience
- Cloud Engineers
- AI Developers
- Data Scientists
