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@@ -43,10 +43,13 @@ The report for part 3 of the Case Study is submitted on Canvas.
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  The video for part 4 of the Case Study is submitted on Canvas.
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  ### Part 5: Discord Notifications
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- A decision was made to connect to Discord notifications. This was done by creating a Discord server and a channel within it. A webhook was created and linked from the channel to the GitHub repository via the secrets in settings. A GitHub Action uses this secret to push a notification every time a commit to the main branch is made. This GitHub action can be found in `main.yml` for your reference. This covers section 5 of the assignment.
 
 
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  **Note**: The GitHub action workflow was used from [nogibjj's GitHub repository](https://github.com/nogibjj/hugging-face) as a reference. His corresponding YouTube video was particularly helpful, which can be found [here](https://www.youtube.com/watch?v=VYSGjUa5sc4&feature=youtu.be).
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  ## References
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  - Hartmann, J., Heitmann, M., Siebert, C., & Schamp, C. (2023). More than a Feeling: Accuracy and Application of Sentiment Analysis. *International Journal of Research in Marketing, 40*(1), 75-87.
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  - Sanh, V., Debut, L., Chaumond, J., & Wolf, T. (2020). DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.
 
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  The video for part 4 of the Case Study is submitted on Canvas.
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  ### Part 5: Discord Notifications
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+ A decision was made to connect to Discord notifications. This was done by creating a Discord server and a channel within it. A webhook was created and linked from the channel to the GitHub repository via the secrets in settings. A GitHub Action uses this secret to push a notification every time a commit to the main branch is made. This GitHub action can be found in `main.yml` for your reference. This covers section 5 of the assignment. We have refered Prof. Paffenroth's discord notification yml file.
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  **Note**: The GitHub action workflow was used from [nogibjj's GitHub repository](https://github.com/nogibjj/hugging-face) as a reference. His corresponding YouTube video was particularly helpful, which can be found [here](https://www.youtube.com/watch?v=VYSGjUa5sc4&feature=youtu.be).
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  ## References
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  - Hartmann, J., Heitmann, M., Siebert, C., & Schamp, C. (2023). More than a Feeling: Accuracy and Application of Sentiment Analysis. *International Journal of Research in Marketing, 40*(1), 75-87.
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  - Sanh, V., Debut, L., Chaumond, J., & Wolf, T. (2020). DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.