Speech

AI Speech Engineer Roadmap: From Zero to Production in 18 Months featured image

AI Speech Engineer Roadmap: From Zero to Production in 18 Months

A curated 18-month learning roadmap for becoming an AI Speech Engineer — covering foundations, core technologies (ASR, TTS, Speaker Verification, Diarization, Voice Conversion), …

Speaker Diarization: From Traditional Methods to the Modern Models featured image

Speaker Diarization: From Traditional Methods to the Modern Models

Speaker Diarization answers "Who spoken when?" — covering core concepts, traditional and modern end-to-end approaches, and the latest Sortformer model for speaker segmentation.

Why Entropy Matters in Machine Learning? featured image

Why Entropy Matters in Machine Learning?

Understanding entropy and why it's a core concept in decision trees, neural networks, and loss functions like cross-entropy.

LoRA-Whisper: A Scalable and Efficient Solution for Multilingual ASR featured image

LoRA-Whisper: A Scalable and Efficient Solution for Multilingual ASR

Exploring LoRA-Whisper, a scalable and efficient approach for multilingual ASR using Low-Rank Adaptation to fine-tune OpenAI's Whisper model while avoiding catastrophic forgetting …

Vietnamese Voice Conversion featured image

Vietnamese Voice Conversion

Overview This thesis develops a voice conversion model for Vietnamese based on the Phoneme Hallucinator model with 2 adoptions: (1) Add a Text2SSL module to get more context …

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Postnet Layer featured image

Postnet Layer

Generally speaking, the postnet layer receives a mel-spectrogram and predicts another mel-spectrogram with additional information. That makes the output mel-spectrogram more …

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