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Course Outline
Introduction to Speech Synthesis and Voice Cloning for Government
- Overview of text-to-speech (TTS) and neural voice synthesis for government applications
- Differentiating between voice cloning and speech generation: use cases and boundaries in the public sector
- Key models: Tacotron, WaveNet, FastSpeech, VITS, and their relevance to government operations
Working with Commercial Platforms for Government
- Utilizing ElevenLabs and Resemble AI in governmental contexts
- Voice creation, cloning, and editing processes tailored for government use
- API access and text-to-speech workflows optimized for government applications
Building with Open-Source Tools for Government
- Installing and configuring Coqui TTS for governmental projects
- Training custom voices and managing datasets in a secure environment for government use
- Generating speech with fine control over pitch, speed, and emotion to meet specific governmental needs
Data Preparation and Voice Dataset Management for Government
- Collecting and cleaning voice samples in compliance with government standards
- Segmenting, labeling, and aligning transcripts to ensure accuracy and reliability for government use
- Ethical sourcing and voice consent procedures for government applications
Application Integration for Government
- Embedding TTS in websites and applications for enhanced citizen services
- Creating IVR systems and interactive bots to improve public engagement
- Generating synthetic dialogue for video and games for educational and training purposes within government agencies
Evaluating Quality and Realism for Government
- Conducting MOS (Mean Opinion Score) and intelligibility tests to ensure high-quality outputs for government use
- Controlling expressiveness and prosody to meet the specific requirements of governmental communications
- Comparing latency, fidelity, and realism across different TTS solutions for government applications
Ethical, Legal, and Governance Considerations for Government
- Addressing deepfake risks and promoting responsible usage in government contexts
- Ensuring consent, proper attribution, and compliance with copyright laws in governmental TTS applications
- Navigating relevant regulations and organizational policies to support ethical governance in TTS deployment for government
Summary and Next Steps for Government
Requirements
- Understanding of machine learning fundamentals for government applications
- Familiarity with audio file formats and editing tools used in governmental contexts
- Basic Python programming skills for implementing government-related projects
Audience
- AI developers and engineers interested in speech synthesis for government use
- Content creators and media technologists exploring voice generation for governmental purposes
- R&D teams building personalized or dynamic audio systems for government agencies
14 Hours