An introduction to Gradience, a tool that quantifies whether a LoRA rank setting is excessive using singular value decomposition. In experiments on Mistral-7B, halving the rank improved accuracy.
Emotion recognition used to mean fighting with old native libraries. Today there are cloud APIs and local libraries, but one major vendor has already left the field for ethical reasons.
Step-by-step guide to building a LoRA training environment on Windows 11 with an RTX 3060 Laptop (6 GB VRAM) using kohya_ss — from caption writing to VRAM-saving settings.
