Voice Cloning and Speech Generation with AI Training Course

Fundamentals of Speech Synthesis and Voice Cloning

• Introduction to text-to-speech (TTS) and neural voice generation
• Distinguishing voice cloning from speech generation: applications and limitations
• Core architectures: Tacotron, WaveNet, FastSpeech, VITS

Utilizing Commercial Solutions

• Working with ElevenLabs and Resemble AI
• Creating, cloning, and refining voice profiles
• Managing API access and TTS operational workflows

Development with Open-Source Frameworks

• Setup and configuration of Coqui TTS
• Training bespoke voices and curating datasets
• Generating speech with precise control over pitch, tempo, and emotional tone

Data Curation and Voice Dataset Administration

• Acquiring and preprocessing voice samples
• Segmentation, labeling, and transcript alignment
• Ethical acquisition and voice consent protocols

System Integration

• Embedding TTS capabilities into web platforms and software applications
• Designing IVR systems and interactive voice bots
• Synthesizing dialogue for video productions and gaming environments

Quality Assurance and Realism Assessment

• Applying MOS (Mean Opinion Score) and intelligibility benchmarks
• Regulating expressiveness and prosodic features
• Evaluating latency, audio fidelity, and perceptual realism

Ethical, Legal, and Governance Frameworks

• Mitigating deepfake risks and promoting responsible usage
• Addressing consent, attribution, and copyright considerations
• Navigating regulatory landscapes and internal organizational policies

Recap and Future Directions