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what is fine tuning in deep learning
- How can the size of the fine-tuning dataset relative to the pre-training dataset affect the optimal fine-tuning strategy?
- How does the availability of data influence the decision to fine tune or train from scratch?
- How can insights from fields like optimization and regularization be applied to improve fine tuning?
- How do you prepare your data for fine tuning?
- How can techniques like transfer learning from multiple related tasks improve fine tuning on small datasets?
- What are best practices for fine tuning deep learning models?
- What are the techniques for detecting and mitigating adversarial attacks on fine-tuned models in real-time?
- How do you unfreeze layers for fine tuning in PyTorch?
- How can fine tuning improve the accuracy of speech-to-text systems?
- How does mixed-precision training affect the speed and memory usage of fine tuning?
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