Course Outline

Fundamentals of Audio and Noise for Government

  • Key concepts: waveform, frequency, amplitude, and dynamic range
  • Types of noise: environmental, equipment, digital artifacts
  • Traditional versus AI-driven noise reduction approaches

Overview of AI-Based Audio Enhancement Tools for Government

  • How AI models process and clean audio data
  • Tool comparison: Krisp, Adobe Enhance, RNNoise, NVIDIA RTX Voice
  • Deployment options: local, cloud, and real-time integration for government systems

Using Krisp for Real-Time Conferencing in Government Settings

  • Installation and setup on Windows/macOS for government use
  • Integration with Zoom, Teams, and Skype for secure government communications
  • Live audio tests and troubleshooting common issues in government environments

Enhancing Recordings with Adobe Enhance for Government Applications

  • Uploading and cleaning podcast-style recordings for government use
  • Limitations, latency, and quality control in government workflows
  • Using in combination with Adobe Audition or Premiere for comprehensive audio management

Deploying RNNoise in Custom Pipelines for Government Projects

  • Overview of the RNNoise open-source library for government applications
  • Compiling and using RNNoise with FFmpeg for government systems
  • Custom integrations in surveillance or VoIP systems for enhanced security

Evaluating Quality and Performance for Government Use

  • Metrics: signal-to-noise ratio, latency, CPU/GPU impact
  • Testing across use cases: meetings, recordings, field audio for government operations
  • Human perception versus objective scoring tools in government evaluations

Case Studies and Workflow Integration for Government

  • Enterprise conferencing setup for legal and finance sectors within government agencies
  • Noise reduction in media production pipelines for government communications
  • Audio cleaning for evidence and surveillance review in law enforcement and intelligence operations

Summary and Next Steps for Government Implementation

Requirements

  • A foundational knowledge of digital audio principles
  • Experience with audio editing or communication software

Audience for Government

  • Audio Engineers
  • IT Support Teams
  • Media Production Units
 14 Hours

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