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Course Outline
Introduction to Artificial Intelligence for Government
- Overview of AI and its applications in the public sector
- Differentiating between AI, Machine Learning, and Deep Learning
- Common tools and platforms utilized in government settings
Python for AI in Government
- Refreshing foundational Python skills
- Utilizing Jupyter Notebook for data analysis
- Installing and managing necessary libraries
Working with Data for Government
- Data preparation and cleaning techniques
- Using Pandas and NumPy for data manipulation
- Visualizing data with Matplotlib and Seaborn
Machine Learning Basics for Government
- Understanding supervised and unsupervised learning methods
- Exploring classification, regression, and clustering algorithms
- Training, validating, and testing machine learning models
Neural Networks and Deep Learning for Government
- Architectural design of neural networks
- Implementing TensorFlow or PyTorch in government projects
- Constructing and training deep learning models
Natural Language and Computer Vision for Government
- Text classification and sentiment analysis for public sector applications
- Fundamentals of image recognition
- Leveraging pre-trained models and transfer learning in government scenarios
Deploying AI in Government Applications
- Saving and loading trained models for deployment
- Integrating AI models into APIs or web applications for government use
- Best practices for testing, maintenance, and governance of AI systems
Summary and Next Steps for Government
Requirements
- A solid understanding of programming logic and structures for government applications
- Practical experience with Python or similar high-level programming languages used in public sector projects
- Fundamental knowledge of algorithms and data structures relevant to governmental systems
Audience for Government
- IT systems professionals working in government agencies
- Software developers within the public sector who are seeking to integrate AI technologies
- Engineers and technical managers in government roles exploring AI-based solutions for improved governance
40 Hours
Testimonials (1)
Lecturer's knowledge in advanced usage of copilot & Sufficient and efficient practical session
