Fix missing word (#11868)

- **Description:** added one missing word to a doc, 
  - **Dependencies:** N/A

docs/docs/use_cases/web_scraping.ipynb

@@ -308,7 +308,7 @@
       "source": [
         "### Run the web scraper w/ BeautifulSoup\n",
         "\n",
-        "As shown above, we'll using `BeautifulSoupTransformer`."
+        "As shown above, we'll be using `BeautifulSoupTransformer`."
       ]
     },
     {
@@ -661,4 +661,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 5
-}
+}