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Thanks for making an example! 🙏Would like to propose some additions if you don´t mind. I can´t comment directly due to the notebook nature, so hopefully this can help. If you are time sensitive, and agree on the proposed additions/changes, happy to submit a contrib.🎺
Add # Goal/Intro section
Cover the full functionality the example is exploring at the beginning of the notebook
Proposal : Example of fine-tuning sentiment analysis classifier based on imbd and distilbert pretrained model , experiment tracking and results metrics analysis with dvclive and dvc api
Add section # Initialize git and dvc in 2nd cell
why? It gives context about the necessary requirements beyond the libraries install that a data scientist needs to run some other HF examples
Change # Dataset for # Dataset and Tokenization in 3rd cell
The section includes a Tokenization process
Add # Evaluation metrics section
For consistency / coherence with respect to the process
Possible discussion L28
Describe in comment what log_model does for user? which seems to be the improvement of the PR?
Explain # Comparing section
Context : unclear right now whats really going on with naming . I´ve lost a few chapters of this exploring other things . Thinking about sharing in #9709 . When exploring this, a question came into my mind, what is the difference in between dvc.api and dvclive ?
Cover the full functionality the example is exploring at the beginning of the notebook
Proposal : Example of fine-tuning sentiment analysis classifier based on imbd and distilbert pretrained model , experiment tracking and results metrics analysis with dvclive and dvc api
Add section # Initialize git and dvc in 2nd cell
why? It gives context about the necessary requirements beyond the libraries install that a data scientist needs to run some other HF examples
Change # Dataset for # Dataset and Tokenization in 3rd cell
The section includes a Tokenization process
Add # Evaluation metrics section
For consistency / coherence with respect to the process
Possible discussion L28
Describe in comment what
log_model
does for user? which seems to be the improvement of the PR?Explain # Comparing section
Context : unclear right now whats really going on with naming . I´ve lost a few chapters of this exploring other things . Thinking about sharing in #9709 . When exploring this, a question came into my mind, what is the difference in between dvc.api and dvclive ?
Originally posted by @SoyGema in #649 (review)
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