Update README.md

Author: iusztinpaul

README.md

@@ -63,8 +63,8 @@ Our recommendation for each article:
 
 | No. | Article | Description | Notebooks | Python code |
 |--------|---------|-------------|-----------------|-----------------|
-| 1 | [Forget text-to-SQL: Use this natural query instead](https://decodingml.substack.com/p/forget-text-to-sql-use-this-natural) | Learn to build a tabular semantic search RESTful API server that enables natural language queries. | • [1_eda.ipynb](1_eda.ipynb)</br>• [2_tabular_semantic_search_superlinked.ipynb](2_tabular_semantic_search_superlinked.ipynb) | `superlinked_app` |
-| 2 | Tabular semantic search vs. text-to-SQL (WIP)| Deep dive into how tabular semantic search works and what it offers in addition to text-to-SQL strategies. | • [3_tabular_semantic_search_text_to_sql.ipynb](3_tabular_semantic_search_text_to_sql.ipynb) | `superlinked_app` |
+| 1 | [Natural Queries for E-commerce with Tabular Semantic Search](https://decodingml.substack.com/p/forget-text-to-sql-use-this-natural) | Learn to build a tabular semantic search RESTful API server for Amazon e-commerce products using natural language queries. | • [1_eda.ipynb](1_eda.ipynb)</br>• [2_tabular_semantic_search_superlinked.ipynb](2_tabular_semantic_search_superlinked.ipynb) | `superlinked_app` |
+| 2 | [Text-to-SQL vs Tabular Semantic Search: The Future of Search](https://decodingml.substack.com/p/stop-using-text-to-sql-for-search) | Deep dive into how tabular semantic search with multi-attribute vector indexes works and what it offers in addition to text-to-SQL strategies. | • [3_tabular_semantic_search_text_to_sql.ipynb](3_tabular_semantic_search_text_to_sql.ipynb) | `superlinked_app` |
 
 ## 🏗️ Project Structure