Stepwise LoRA Techniques and Model Adaptation of Whisper and MMS for Khmer ASR (compilation video) скачать в хорошем качестве

Stepwise LoRA Techniques and Model Adaptation of Whisper and MMS for Khmer ASR (compilation video)

Designed for AI/ML/DS engineers/students, this course is a hands-on journey into low-rank adaptation (LoRA) techniques. Through a step-by-step series, you will fine-tune OpenAI/Whisper-Small and Facebook/mms-1b-all for Khmer speech (ASR), mastering low-rank optimization techniques suited for both research and deployment. Each video builds on the previous one, guiding you from easy concepts to deeper fine-tuning. ______ Content ______ 0:00:00 - Introduction 0:00:15 - LoRA Techniques 0:10:17 - DoRA Techniques 0:21:34 - Coding DoRA in Python 0:29:28 - DoRA Fusion 0:32:17 - LoRA-C Technique 0:52:38 - Coding LoRA-C in Python 0:56:15 - LoRA-C Fusion 1:00:13 - GPU RAM for LoRA-C 1:29:12 - Demo with Whisper-small 2:12:18 - Demo with MMS-1b-all 2:59:14 - Outroduction _____________________ ______ Resource ______ Hugging Face Tutorial: https://huggingface.co/blog/train_memory Torch GPU Visualization: https://docs.pytorch.org/memory_viz Colab notebook: https://huggingface.co/blog/mms_adapters Colab notebook: https://huggingface.co/blog/fine-tune... Dataset: https://huggingface.co/datasets/seang... _____________________ ______ Music ______ Track : Biohazard by Lesion X - https://linktr.ee/lesionx Song: Hollow Sun Composer: Punch Deck @punchdeck Link:    • Punch Deck - Hollow Sun   Song: Dominant Composer: Punch Deck @punchdeck Link:    • Punch Deck - Dominant   Song: Neon Underworld Composer: Punch Deck @punchdeck Link:    • Punch Deck - Neon Underworld   Song: The Sapphire City Composer: Leonell Cassio Website:    / @leonellcassio   Music:- ASHUTOSH - Utopia Watch:- • ASHUTOSH - Utopia https://www.ashutoshmusic.com/music Track: Infraction- Let's Play Music provided by Infraction No Copyright Music Spotify: https://bit.ly/3RNM1xU Song: Halt State Composer: Punch Deck Website:    / @punchdeck   License: Creative Commons (BY 3.0) https://creativecommons.org/licenses/... _____________________