Fix typos in Getting Started With KerasHub

[darmendariz]

Noticed a few minor typos while reading the KerasHub Getting Started Guide. Per the keras-io ReadMe (Fixing Typos), I made the same edits in the corresponding .py, .ipynb, and .md files.

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[gemini-code-assist]

Summary of Changes

Hello @darmendariz, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request refines the 'Getting Started With KerasHub' guide by addressing various textual and formatting inconsistencies across its Jupyter Notebook, Python script, and Markdown versions. The changes aim to enhance the clarity, accuracy, and overall professional presentation of the documentation, providing a more polished and error-free learning resource for users.

Highlights

• Grammar and Spelling Corrections: Multiple grammatical errors, such as 'an Kaggle' to 'a Kaggle' and 'Arrow indicate' to 'Arrows indicate', have been corrected. Several spelling mistakes, including 'AudioConveter' to 'AudioConverter', 'contrains' to 'contains', 'traininable' to 'trainable', and 'well upload' to 'will upload', have also been fixed.
• Redundancy and Punctuation: Redundant words like 'with' in 'preprocessing with will resize' have been removed, and minor punctuation issues, such as an unnecessary comma in 'Kaggle to, download', have been resolved.
• Typographic Consistency: Unicode typographic dashes (\u2014) have been standardized to the more common em dash (—) for improved readability.
• Formatting Cleanup: Minor formatting adjustments, including the removal of trailing empty lines in code blocks and the 'No newline at end of file' marker, have been applied to ensure cleaner file structures.

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[gemini-code-assist]

Code Review

This pull request fixes several typos across the KerasHub getting started guide in the notebook, Python, and Markdown files. The changes are correct and improve the readability of the documentation. I've found one additional minor issue in the description of AudioConverter that seems to be a copy-paste error, which I've commented on. Overall, great work on catching these typos and ensuring consistency across the different file formats!

[gemini-code-assist]

Thanks for correcting the AudioConverter typo. While reviewing, I noticed a small copy-paste error in the description for this class on line 176. It says it 'encapsulates the image specific preprocessing', which seems incorrect for an audio converter. It should likely be 'audio specific preprocessing'. Would you mind fixing that as well?

[gemini-code-assist]

Thanks for correcting the AudioConverter typo. While reviewing, I noticed a small copy-paste error in the description for this class on line 123. It says it 'encapsulates the image specific preprocessing', which seems incorrect for an audio converter. It should likely be 'audio specific preprocessing'. Would you mind fixing that as well?

[gemini-code-assist]

Thanks for correcting the AudioConverter typo. While reviewing, I noticed a small copy-paste error in the description for this class on line 121. It says it 'encapsulates the image specific preprocessing', which seems incorrect for an audio converter. It should likely be 'audio specific preprocessing'. Would you mind fixing that as well?