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Duration 14 hours (2 days)
Course Outline
Fundamentals of Speech Synthesis and Voice Cloning
- An introduction to text-to-speech (TTS) and neural voice synthesis
- Distinguishing voice cloning from speech generation: applications and limitations
- Leading architectures: Tacotron, WaveNet, FastSpeech, and VITS
Utilizing Commercial Solutions
- Implementing ElevenLabs and Resemble AI
- Processes for voice creation, replication, and refinement
- Managing API integration and text-to-speech workflows
Developing with Open-Source Tools
- Setup and configuration of Coqui TTS
- Training bespoke voices and handling datasets
- Producing speech with precise control over pitch, tempo, and emotion
Data Preparation and Voice Dataset Administration
- Acquisition and refinement of voice samples
- Segmenting, labeling, and synchronizing transcripts
- Ethical sourcing and securing voice consent
Integration into Applications
- Embedding TTS capabilities into web platforms and apps
- Constructing IVR systems and conversational bots
- Creating synthetic dialogue for video and gaming content
Assessing Quality and Naturalness
- Conducting MOS (Mean Opinion Score) and intelligibility evaluations
- Regulating expressiveness and prosody
- Benchmarking latency, fidelity, and realism
Ethical, Legal, and Governance Frameworks
- Mitigating deepfake risks and ensuring responsible usage
- Navigating consent, attribution, and copyright issues
- Compliance with regulations and internal policies
Conclusion and Future Directions
Requirements
- Proficiency in machine learning core concepts
- Knowledge of audio formats and editing software
- Fundamental Python programming abilities
Target Audience
- AI developers and engineers focusing on speech synthesis
- Content creators and media specialists investigating voice generation
- R&D teams developing personalized 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 3200 € + VAT*
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