Bogeum Kim

Update `Providing_base_cases.ipynb` google-generativeai SDK to google-genai SDK v1.0 with google colab

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I modified the Providing_base_cases.ipynb file to use the google-genai SDK, based on the information in [#446](https://github.com/google-gemini/cookbook/issues/446). Although this file wasn't listed in [the file list](https://github.com/google-gemini/cookbook/issues/446#issuecomment-2766698983) organized by @Giom-V, I found...

Update `google-generativeai` to `google-genai` in `New_in_002.ipynb`

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@Giom-V You mentioned in [#446](https://github.com/google-gemini/cookbook/issues/446): 'No need to migrate, I'll merge it into an "advanced parameter notebook" (or make this one instead ;))', but I couldn't find the advanced parameter...

Add `Add_prefixes.ipynb` into examples/prompting

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It took a while to clean up the branch commit history, but now the real work is done. Thanks to @andycandy for his kind help. --- I checked the Gemini...

[WIP] Update `LoraConfig` for KaSA implementation

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cc @BenjaminBossan I was delayed in updating the code because I was focusing on company work, but now I'm planning to resume the project in earnest. If I have any...

# What does this PR do? Translated the `bonus-unit3/introduction.mdx` file of the documentation to Korean. Thank you in advance for your review. ## Before reviewing - [x] Check for missing...