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Course Outline
Introduction to Edge AI in Financial Services
- Overview of Edge AI and its applications in the finance sector
- Benefits and challenges associated with implementing Edge AI in banking operations
- Case studies highlighting successful Edge AI applications in financial institutions
Setting Up the Edge AI Environment for Government
- Installing and configuring Edge AI tools to meet government standards
- Integrating secure financial data sources and collection systems for government use
- Introduction to relevant Edge AI frameworks and libraries suitable for government applications
- Hands-on exercises for setting up the Edge AI environment in a government context
Fraud Detection with Edge AI for Government
- Introduction to fraud detection methods tailored for government financial systems
- Developing AI models for real-time fraud detection in government agencies
- Implementing anomaly detection systems aligned with government protocols
- Hands-on exercises for fraud detection in a government setting
Enhancing Customer Service Using Edge AI for Government
- Overview of customer service practices in financial services, adapted for government agencies
- AI techniques for personalized interactions with citizens and government stakeholders
- Implementing AI-driven chatbots and virtual assistants for government services
- Hands-on exercises for customer service applications in a government environment
Risk Management with Edge AI for Government
- Introduction to risk management principles for government financial operations
- Using AI for real-time risk assessment and mitigation in government agencies
- Implementing AI-driven decision support systems for government use
- Hands-on exercises for risk management tailored to government needs
Deploying and Managing Edge AI Solutions for Government
- Deploying AI models on financial edge devices in government settings
- Monitoring and maintaining Edge AI systems to ensure compliance with government regulations
- Troubleshooting and optimizing deployed models for government operations
- Hands-on exercises for deployment and management in a government context
Tools and Frameworks for Financial Edge AI for Government
- Overview of tools and frameworks (e.g., TensorFlow Lite, OpenVINO) suitable for government use
- Using TensorFlow Lite for financial AI applications in government agencies
- Hands-on exercises with optimization tools designed for government applications
Real-World Applications and Case Studies for Government
- Review of successful financial Edge AI projects in government settings
- Discussion of industry-specific use cases relevant to government operations
- Hands-on project for building and optimizing a real-world financial AI application for government use
Summary and Next Steps for Government
Requirements
- A comprehensive understanding of artificial intelligence and machine learning concepts for government applications
- Practical experience with financial services and fintech solutions for government use
- Fundamental programming skills, with a recommendation for Python
Audience
- Finance professionals in the public sector
- Fintech developers working on government projects
- AI specialists focusing on government applications
14 Hours