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12 99 7.8 Jupyter Notebook notebooks VS examples

Notebooks demonstrating example applications of the cleanlab library (by cleanlab)
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Posts with mentions or reviews of notebooks. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-04-24.

Finetuning Large Language Models -- An introduction to the core ideas and approaches
2 projects | /r/learnmachinelearning | 24 Apr 2023

Cool read! I just finished up a notebook where I show how noisy labels can drastically impact the performance of Open AI LLMs. I first fine-tune the well-known Davinci model (the backbone of ChatGPT) on the original data and report an accuracy of 63%. I then use the open-source package cleanlab to find examples that are incorrectly labeled and drop them from the training data. This step increases the fine-tuning accuracy to 66% (better accuracy with less data). Finally, I correct the mislabeled examples and fine-tuning accuracy jumps to 77%!