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Duration 14 hours
Course Outline
Introduction to Speech Synthesis and Voice Cloning
- An overview of Text-to-Speech (TTS) and neural voice synthesis
- Voice cloning versus speech generation: distinct use cases and boundaries
- Key models: Tacotron, WaveNet, FastSpeech, and VITS
Working with Commercial Platforms
- Utilising ElevenLabs and Resemble AI
- Creating, cloning, and editing voices
- Accessing APIs and managing Text-to-Speech workflows
Building with Open-Source Tools
- Installing and configuring Coqui TTS
- Training custom voices and managing datasets
- Generating speech with precise control over pitch, speed, and emotion
Data Preparation and Voice Dataset Management
- Collecting and refining voice samples
- Segmenting, labelling, and aligning transcripts
- Ethical sourcing and securing voice consent
Application Integration
- Embedding TTS capabilities into websites and applications
- Developing IVR systems and interactive bots
- Producing synthetic dialogue for video content and games
Evaluating Quality and Realism
- Assessing Mean Opinion Score (MOS) and intelligibility tests
- Managing expressiveness and prosody
- Comparing latency, fidelity, and realism
Ethical, Legal, and Governance Considerations
- Mitigating Deepfake risks and ensuring responsible usage
- Understanding consent, attribution, and copyright implications
- Adhering to regulations and organisational policies
Summary and Next Steps
Requirements
- A solid understanding of machine learning fundamentals
- Familiarity with audio file formats and associated editing tools
- Basic proficiency in Python programming
Target Audience
- AI developers and engineers with an interest in speech synthesis
- Content creators and media technologists exploring voice generation technologies
- R&D teams developing personalized or dynamic audio systems
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customised Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from £3200 + VAT*
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