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Duration 14 hours (2 days)
Course Outline
Fundamentals of Speech Synthesis and Voice Cloning
- Overview of Text-to-Speech (TTS) and neural voice synthesis techniques
- Distinguishing between voice cloning and speech generation: use cases and limitations
- Introduction to key architectures: Tacotron, WaveNet, FastSpeech, and VITS
Utilising Commercial Platforms
- Working with ElevenLabs and Resemble AI
- Processes for voice creation, cloning, and editing
- Managing API access and TTS workflows
Development with Open-Source Tools
- Installation and configuration of Coqui TTS
- Training custom voices and managing associated datasets
- Generating speech with precise control over pitch, speed, and emotion
Data Preparation and Voice Dataset Management
- Collection and cleaning of voice samples
- Segmentation, labelling, and transcript alignment
- Ethical sourcing practices and obtaining voice consent
Application Integration
- Embedding TTS capabilities into websites and applications
- Designing IVR systems and interactive conversational agents
- Producing synthetic dialogue for video content and gaming
Assessing Quality and Realism
- Conducting MOS (Mean Opinion Score) and intelligibility evaluations
- Managing expressiveness and prosody
- Comparing performance in terms of latency, fidelity, and realism
Ethical, Legal, and Governance Frameworks
- Mitigating deepfake risks and ensuring responsible usage
- Addressing consent, attribution, and copyright implications
- Navigating regulatory requirements and organisational policies
Conclusion and Future Directions
Requirements
- A solid understanding of machine learning fundamentals
- Proficiency with audio file formats and editing software
- Foundational Python programming capabilities
Target Audience
- AI developers and engineers focused on speech synthesis
- Content creators and media technologists investigating voice generation
- R&D teams developing personalised or dynamic audio solutions
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized 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 2600 € + VAT*
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