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 techniques
• Distinguishing between voice cloning and speech generation: applications and limits
• Examination of key models: Tacotron, WaveNet, FastSpeech, and VITS

Leveraging Commercial Platforms

• Working with ElevenLabs and Resemble AI
• Creating, cloning, and refining voices
• Navigating API access and text-to-speech workflows

Developing with Open-Source Solutions

• Setup and configuration of Coqui TTS
• Training bespoke voices and handling datasets
• Producing speech with precise control over pitch, pace, and emotion

Data Handling and Voice Dataset Administration

• Gathering and purifying voice samples
• Segmenting audio, labeling data, and aligning transcripts
• Ensuring ethical sourcing and obtaining voice consent

Integration into Applications

• Embedding TTS functionality into websites and apps
• Designing IVR systems and interactive chatbots
• Generating synthetic dialogue for video games and visual media

Assessing Quality and Authenticity

• Conducting MOS (Mean Opinion Score) and intelligibility assessments
• Managing expressiveness and prosody
• Comparing performance in terms of latency, fidelity, and realism

Ethical, Legal, and Governance Frameworks

• Mitigating deepfake risks and promoting responsible usage
• Addressing consent, attribution, and copyright concerns
• Aligning with regulations and internal organizational policies

Recap and Future Directions