Update README.md

README.md

@@ -62,12 +62,10 @@ This dataset underwent a comprehensive process of loading, cleaning, processing,
 ### Sentence Similarity Analysis
 - **Model Application**: The pre-trained Sentence Transformer model 'all-MiniLM-L6-v2' was used.
 - **Sentence Comparison**: Identified the most similar sentence to each product name within the cleaned product descriptions.
-- **Integration of Results**: Added the most similar sentences as a new column 'Most_Similar_Sentence'.
 
 ### Dataset Refinement
 - **Column Selection**: Retained relevant columns for final dataset.
 - **Image URL Processing**: Split multiple image URLs into individual URLs, removing specific unwanted URLs.
-- **Column Renaming**: Renamed 'Most_Similar_Sentence' to 'Description'.
 
 ### Image Validation
 - **Image URL Validation**: Implemented a function to verify the validity of each image URL.