Update urls

Signed-off-by: christy <[email protected]>

README.md

@@ -83,11 +83,11 @@
 
 ### :icecream: Run locally
 
-Here are several applications for a wide range of scenarios. Each solution contains a Jupyter Notebook or a Docker deployable solution, meaning anyone can run it on their local machine. In addition to this there are also some related technical articles and live streams.
+Here are several applications for a wide range of scenarios. Each application contains a Jupyter Notebook or a Docker deployable solution, meaning anyone can run it on their local machine. In addition to this there are also some related technical articles and live streams.
 
 Look here for more application [**Examples**](https://github.com/towhee-io/examples).
 
-💡 Please refer to the [Bootcamp FAQ](applications/applications_faq.md) for troubleshooting.
+💡 Please refer to the [Bootcamp FAQ](applications/applications_faq.md) for troubleshooting.<br>
 💡 For Chinese links below, try using Google Translate.
 
 <table>

bootcamp/RAG/readthedocs_zilliz_langchain.ipynb

@@ -20,7 +20,7 @@
     "Using open-source Q&A with retrieval saves money since we make free calls to our own data almost all the time - retrieval, evaluation, and development iterations.  We only make a paid call to OpenAI once for the final chat generation step. \n",
     "\n",
     "<div>\n",
-    "<img src=\"../../../images/rag_image.png\" width=\"80%\"/>\n",
+    "<img src=\"../../images/rag_image.png\" width=\"80%\"/>\n",
     "</div>\n",
     "\n",
     "Let's get started!"
@@ -497,7 +497,7 @@
     "For each original text chunk, we'll write the quadruplet (`vector, text, source, h1, h2`) into the database.\n",
     "\n",
     "<div>\n",
-    "<img src=\"../../../images/db_insert.png\" width=\"80%\"/>\n",
+    "<img src=\"../../images/db_insert.png\" width=\"80%\"/>\n",
     "</div>"
    ]
   },