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Course Outline

Fundamentals of Artificial Intelligence Development

  • Defining AI development: Core principles and practical applications
  • Public sector use cases: Automated response systems, content synthesis, and advanced information retrieval
  • Comparing machine learning models with conventional software logic

Python Essentials for AI Implementation

  • Developing initial Python scripts
  • Managing data structures and conditional execution
  • Key libraries for AI integration: requests, pandas, json

Leveraging Artificial Intelligence Application Programming Interfaces (APIs)

  • API functionality and secure access to machine learning models
  • Transferring text inputs and structured data payloads to models
  • Utilizing third-party services such as OpenAI, Cohere, or Hugging Face for government applications

Developing Basic AI Solutions

  • Constructing tools for document summarization
  • Prototyping interactive assistants for public service delivery
  • Automating the classification of open government datasets

Assessing Output Quality and System Constraints

  • Analyzing the probabilistic nature of AI systems
  • Optimizing input queries to ensure reliable results
  • Conducting security reviews to identify bias and inaccurate outputs in prototypes

Adherence, Ethics, and Responsible Engineering

  • Meeting federal privacy standards and transparency mandates
  • Evaluating open-source versus proprietary models for public use
  • Verification steps for secure deployment and scalability

Overview and Future Directions

Requirements

  • Foundational proficiency in utilizing spreadsheets or structured data environments
  • Understanding of public sector service delivery mechanisms or analytical frameworks
  • Programming background is not a prerequisite; foundational Python concepts will be introduced

Audience

  • Federal and state employees evaluating the application of artificial intelligence within operational workflows
  • Digital government specialists aiming to acquire practical expertise in AI integration
  • Organizational units dedicated to innovation, transformation, and research for government
 14 Hours

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