The Fine-Tuning Argument and Its Cultured Despisers
The Fine-Tuning Argument and Its Cultured Despisers
3 months ago
scienceandculture.com
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Priyal | DS & ML on Instagram: "1. Sentiment Classifier Fine-Tuning (LoRA) Fine-tune a small transformer to classify movie reviews using LoRA. Tech Stack: Python, Hugging Face Transformers, Hugging Face Datasets, PEFT (LoRA), DistilBERT/BERT-base, Accelerate/Trainer 2. Email → Professional Rewrite Model Teach a small LLM to rewrite casual emails into professional language using QLoRA. Tech Stack: Python, Transformers, PEFT (QLoRA), bitsandbytes, LLaMA-3-8B or Mistral-7B, Colab GPU 3. Product Rev
0:04
Priyal | DS & ML on Instagram: "1. Sentiment Classifier Fine-Tuning (LoRA) Fine-tune a small transformer to classify movie reviews using LoRA. Tech Stack: Python, Hugging Face Transformers, Hugging Face Datasets, PEFT (LoRA), DistilBERT/BERT-base, Accelerate/Trainer 2. Email → Professional Rewrite Model Teach a small LLM to rewrite casual emails into professional language using QLoRA. Tech Stack: Python, Transformers, PEFT (QLoRA), bitsandbytes, LLaMA-3-8B or Mistral-7B, Colab GPU 3. Product Rev
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#nlp #machinelearning #distilbert #huggingface #deeplearning #python #streamlit #transformermodels #datascience #opensource | Harsh .
#nlp #machinelearning #distilbert #huggingface #deeplearning #python #streamlit #transformermodels #datascience #opensource | Harsh .
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Rajiv Shah on Instagram: "Knowledge distillation helps make smaller models that work well. DistilBERT is a popular small model created using this method. Resources: Distilling the Knowledge in a Neural Network - https://arxiv.org/pdf/1503.02531.pdf DistilBERT: https://arxiv.org/abs/1910.01108 Background by Roberta keiko Kitahara Santana: https://unsplash.com/photos/brown-cardboard-box-near-gray-tanks-RfL3l-I1zhc"
Rajiv Shah on Instagram: "Knowledge distillation helps make smaller models that work well. DistilBERT is a popular small model created using this method. Resources: Distilling the Knowledge in a Neural Network - https://arxiv.org/pdf/1503.02531.pdf DistilBERT: https://arxiv.org/abs/1910.01108 Background by Roberta keiko Kitahara Santana: https://unsplash.com/photos/brown-cardboard-box-near-gray-tanks-RfL3l-I1zhc"
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