Voice Cloning and Speech Generation with AI Training Course

Foundations of Speech Synthesis and Voice Replication

• Comprehensive overview of text-to-speech (TTS) and neural voice synthesis
• Distinguishing voice cloning from speech generation: practical applications and limitations
• Examination of key models including Tacotron, WaveNet, FastSpeech, and VITS

Utilizing Commercial Platforms

• Working with ElevenLabs and Resemble AI
• Processes for voice creation, replication, and post-editing
• Managing API access and optimizing text-to-speech workflows

Development with Open-Source Solutions

• Setup and configuration of Coqui TTS
• Training bespoke voices and maintaining dataset integrity
• Producing speech with granular control over pitch, tempo, and emotional tone

Data Preparation and Voice Dataset Administration

• Acquisition and refinement of voice samples
• Techniques for segmentation, labeling, and transcript alignment
• Ensuring ethical sourcing and obtaining proper voice consent

Integration into Applications

• Embedding TTS capabilities within websites and software applications
• Designing IVR systems and interactive conversational bots
• Generating synthetic dialogue tracks for video production and gaming

Assessing Quality and Authenticity

• Application of MOS (Mean Opinion Score) and intelligibility evaluations
• Managing expressiveness and prosodic features
• Benchmarking latency, audio fidelity, and realism

Ethical, Legal, and Governance Frameworks

• Mitigating deepfake risks and ensuring responsible deployment
• Navigating consent, attribution, and intellectual property rights
• Adhering to regulatory standards and internal organizational policies

Conclusions and Future Directions