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Define data structure clearly
Specify JSON format, CSV columns, or data schemas
Mention specific libraries
PyTorch, TensorFlow, Scikit-learn for targeted solutions
Clarify theory vs. production
Specify if you need concepts or deployment-ready code
Monitor fine-tuning of Low-Rank Adaptation models. UI elements: 1. Real-time loss graph. 2. Epoch/Step counters. 3. Predicted remaining time. 4. Samples generated mid-training (checkpoints). 5. Hardware metrics: VRAM usage, GPU Temp. Use a dark, developer-focused aesthetic with neon accents.