Voice Cloning and Speech Generation with AI Training Course

Foundations of Speech Synthesis and Voice Cloning

• Introduction to Text-to-Speech (TTS) and neural voice synthesis
• Distinguishing voice cloning from speech generation: applications and limitations
• Core models including Tacotron, WaveNet, FastSpeech, and VITS

Leveraging Commercial Platforms

• Utilizing ElevenLabs and Resemble AI
• Processes for voice creation, cloning, and refinement
• Managing API access and TTS workflows

Developing with Open-Source Tools

• Setup and configuration of Coqui TTS
• Training custom voices and overseeing dataset management
• Producing speech with precise control over pitch, speed, and emotion

Data Preparation and Voice Dataset Management

• Gathering and refining voice samples
• Segmenting, labeling, and aligning transcripts
• Ensuring ethical sourcing and obtaining voice consent

Application Integration

• Incorporating TTS into websites and digital applications
• Building IVR systems and interactive chatbots
• Generating synthetic dialogue for video games and multimedia

Assessing Quality and Realism

• Applying MOS (Mean Opinion Score) and intelligibility benchmarks
• Adjusting expressiveness and prosody
• Evaluating latency, audio fidelity, and realism

Ethical, Legal, and Governance Frameworks

• Navigating deepfake risks and ensuring responsible usage
• Addressing consent, attribution, and copyright considerations
• Understanding regulatory compliance and organizational policies

Recap and Future Directions