یک پایپ لاین بسیار مناسب برای چانک کردن فایل های صوتی طولانی به طوری که برای کار با مدل های Whisper مربوط به Groq مناسب باشن :

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https://github.com/groq/groq-api-cookbook/blob/main/tutorials/audio-chunking/audio_chunking_tutorial.ipynb


Groq is great for processing long audio files thanks to its fast inference speeds and even hours of audio that we process into chunks can be transcribed in a matter of minutes. As such, we'll use Whisper Large V3 powered by Groq and learn how to:

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👂 Preprocess audio files for optimal transcription
👂 Split audio files into manageable chunks
👂 Implement a smart overlap for our chunks
👂 Transcribe our chunks using Whisper Large V3
👂 Merge our results while properly handling overlaps
👂 Save our transcriptions in multiple formats for further handling

مدل TimesFM یکی از مدل های پیش بینی Time Series هست که توسط گوگل توسعه داده شده است. این مدل در Hugging Face نیز در دسترس قرار دارد :

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https://huggingface.co/google/timesfm-2.0-500m-pytorch

مقاله های مرتبط :

🔗 https://arxiv.org/abs/2310.10688

🔗 https://arxiv.org/abs/2402.02592

لیست پلت فرم های مطرح دنیا در خصوص Data & AI Governance :

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💼 OneTrust: https://www.onetrust.com/solutions/data-and-ai-governance/

💼 Domino: https://domino.ai/

💼 Secoda: https://www.secoda.co/blog/ai-data-governance

💼 Collibra: https://www.collibra.com/us/en/products/ai-governance#sub-menu-features

💼 Alation: https://www.alation.com/product/data-governance/

💼 IBM Manta Data Lineage (IBM has many different products this regard, But I think this is the most relevant one)