Collect high-quality audio-text pairs. Most modern frameworks like Mozilla TTS or Tortoise require the LJSpeech format (22,050Hz, 16-bit Mono WAV) with corresponding transcriptions in a metadata.csv file.
Use punctuation like commas and dashes to control flow and pauses. TTS.rar
Define the target voice (e.g., cloning a specific speaker) and language requirements. Collect high-quality audio-text pairs
Tools like DeepSpeed can increase generation speed by 2x to 10x for models like Tortoise TTS. TTS.rar
Normalize audio levels and remove silence at the beginning and end of recordings to ensure consistency. 4. Key Components and Architectures