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Course Outline

Introduction to Speech Synthesis and Voice Cloning

  • An overview of text-to-speech (TTS) and neural voice synthesis
  • Distinguishing between voice cloning and speech generation: use cases and limitations
  • Key models including Tacotron, WaveNet, FastSpeech, and VITS

Working with Commercial Platforms

  • Utilising ElevenLabs and Resemble AI
  • Creating, cloning, and editing voices
  • Managing API access and 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 cleaning voice samples
  • Segmenting, labelling, and aligning transcripts
  • Ensuring ethical sourcing and obtaining proper voice consent

Application Integration

  • Embedding TTS capabilities in websites and applications
  • Developing IVR systems and interactive bots
  • Generating synthetic dialogue for video and gaming environments

Evaluating Quality and Realism

  • Conducting MOS (Mean Opinion Score) and intelligibility tests
  • Controlling expressiveness and prosody
  • Comparing latency, fidelity, and overall realism

Ethical, Legal, and Governance Considerations

  • Navigating deepfake risks and ensuring responsible usage
  • Understanding consent, attribution, and copyright implications
  • Reviewing relevant regulations and organisational policies

Summary and Next Steps

Requirements

  • A solid understanding of machine learning fundamentals
  • Proficiency with common audio file formats and 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 capabilities
  • R&D teams developing personalised or dynamic audio systems
 14 Hours

Number of participants


Price per participant

Provisional Upcoming Courses (Require 5+ participants)

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