vqa finetuning lora using trainer api - SERP Analysis

https://medium.com/%40devi.mutyala17/fine-tuning-gemma-for-medical-vqa-a-step-by-step-guide-with-vqa-rad-e4fac3c7c443

https://pyimagesearch.com/2024/12/02/fine-tune-paligemma-with-qlora-for-visual-question-answering/

https://www.youtube.com/watch?v=8N9L-XK1eEU&pp=0gcJCdgAo7VqN5tD

https://stackoverflow.com/questions/78038126/finetune-a-model-with-lora-then-load-it-in-its-vanilla-architecture

https://gautam75.medium.com/fine-tuning-vision-language-models-using-lora-b640c9af8b3c

https://discuss.huggingface.co/t/further-finetuning-a-lora-finetuned-causallm-model/36987

https://discuss.huggingface.co/t/example-for-fine-tuning-clip-or-blip2-for-vqa/50772

https://stackoverflow.com/questions/76459034/how-to-load-a-fine-tuned-peft-lora-model-based-on-llama-with-huggingface-transfo

https://ieeexplore.ieee.org/document/10616779/

https://ai.google.dev/gemma/docs/core/huggingface_vision_finetune_qlora

https://developer.nvidia.com/blog/introducing-dora-a-high-performing-alternative-to-lora-for-fine-tuning/

https://modal.com/docs/examples/diffusers_lora_finetune

https://github.com/NielsRogge/Transformers-Tutorials/blob/master/LLaVa-NeXT/Fine_tune_LLaVaNeXT_on_a_custom_dataset_(with_PyTorch_Lightning).ipynb

https://arxiv.org/html/2408.13296v1

https://ai.google.dev/gemma/docs/core/huggingface_text_finetune_qlora

https://blog.devgenius.io/fine-tuning-vs-zero-shot-a-practical-guide-to-visual-question-answering-with-transformers-19bb379e4187

https://www.philschmid.de/fine-tune-multimodal-llms-with-trl

https://wandb.ai/byyoung3/ml-news/reports/How-to-Fine-Tune-LLaVA-on-a-Custom-Dataset--Vmlldzo2NjUwNTc1

https://www.youtube.com/watch?v=3ypHZayanBI

https://www.analyticsvidhya.com/blog/2025/01/finetuning-qwen2-7b-vlm/

https://blog.futuresmart.ai/fine-tune-llama-32-vision-language-model-on-custom-datasets

https://www.datacamp.com/tutorial/fine-tuning-llama-3-2

https://www.reddit.com/r/StableDiffusion/comments/1i8wrd4/heres_how_to_take_some_of_the_guesswork_out_of/

https://cloud.google.com/vertex-ai/generative-ai/docs/models/gemini-use-supervised-tuning

https://www.youtube.com/watch?v=j13jT2iQKOw

https://cloud.google.com/vertex-ai/generative-ai/docs/models/tune-models

https://www.databricks.com/blog/efficient-fine-tuning-lora-guide-llms

https://github.com/modelscope/ms-swift

https://lablab.ai/t/fine-tuning-tinyllama

https://www.datacamp.com/tutorial/fine-tuning-llama-3-2-vision

https://www.youtube.com/watch?v=XICHJx2_Rm8

https://blog.stackademic.com/fine-tuning-large-language-models-with-hugging-face-a-comprehensive-guide-from-data-to-deployment-9484628893e8

https://www.together.ai/

https://www.youtube.com/watch?v=rbof1eYekvA

https://blog.devgenius.io/how-to-fine-tune-swin-transformer-using-huggingface-83b5a1e5b51d

https://community.deeplearning.ai/t/fine-tuning-using-peft-lora-for-gpt-3-how/380474

https://wandb.ai/byyoung3/mlnews2/reports/Fine-Tuning-Llama-3-with-LoRA-TorchTune-vs-HuggingFace--Vmlldzo3NjE3NzAz

https://www.kaggle.com/code/rajkumarl/nlp-tutorial-fine-tuning-with-trainer-api

https://llava-vl.github.io/

https://www.philschmid.de/fine-tune-llms-in-2024-with-trl