docs: continue fixing broken links (microsoft#2026)

JessicaXYWang · Sep 14, 2023 · 8d56053 · 8d56053
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diff --git a/docs/Explore Algorithms/AI Services/Advanced Usage - Async, Batching, and Multi-Key.ipynb b/docs/Explore Algorithms/AI Services/Advanced Usage - Async, Batching, and Multi-Key.ipynb
@@ -393,7 +393,7 @@
    "cell_type": "markdown",
    "source": [
     "## Learn More\n",
-    "- [Explore other cogntive services](https://microsoft.github.io/SynapseML/docs/features/cognitive_services/CognitiveServices%20-%20Overview/)\n",
+    "- [Explore other cogntive services](https://microsoft.github.io/SynapseML/docs/Explore%20Algorithms/CognitiveServices%20-%20Overview/)\n",
     "- [Read our paper \"Large-Scale Intelligent Microservices\"](https://arxiv.org/abs/2009.08044)"
    ],
    "metadata": {

diff --git a/docs/Explore Algorithms/Anomaly Detection/Quickstart - Isolation Forests.ipynb b/docs/Explore Algorithms/Anomaly Detection/Quickstart - Isolation Forests.ipynb
@@ -24,7 +24,7 @@
    "metadata": {},
    "source": [
     "## Prerequisites\n",
-    " - If you are running it on Synapse, you'll need to [create an AML workspace and set up linked Service](../../../Use%20with%20MLFLow/Overview/).\n"
+    " - If you are running it on Synapse, you'll need to [create an AML workspace and set up linked Service](../../../Use%20with%20MLFlow/Overview/).\n"
    ]
   },
   {

diff --git a/docs/Explore Algorithms/Hyperparameter Tuning/HyperOpt.ipynb b/docs/Explore Algorithms/Hyperparameter Tuning/HyperOpt.ipynb
@@ -19,7 +19,7 @@
     "* Running distributed training with SynapseML without hyperparameter tuning.\n",
     "* Using Hyperopt to tune hyperparameters in the distributed training workflow.\n",
     "## Prerequisites\n",
-    " - If you are running it on Synapse, you'll need to [create an AML workspace and set up linked Service](../../../Use%20with%20MLFLow/Overview/).\n",
+    " - If you are running it on Synapse, you'll need to [create an AML workspace and set up linked Service](../../../Use%20with%20MLFlow/Overview/).\n",
     "\n",
     "## Requirements\n",
     " - Install HyperOpt"

diff --git a/docs/Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms.ipynb b/docs/Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms.ipynb
@@ -210,7 +210,7 @@
    "source": [
     "## 3 - Apply form recognition\n",
     "\n",
-    "This code loads the [AnalyzeInvoices transformer](https://microsoft.github.io/SynapseML/docs/documentation/transformers/transformers_cognitive/#analyzeinvoices) and passes a reference to the data frame containing the invoices. It calls the pre-built invoice model of Azure Forms Analyzer."
+    "This code loads the AnalyzeInvoices transformer and passes a reference to the data frame containing the invoices. It calls the pre-built invoice model of Azure Forms Analyzer."
    ]
   },
   {
@@ -226,7 +226,8 @@
      "nuid": "c38db874-a1a5-49ae-913e-d55e3593c794",
      "showTitle": false,
      "title": ""
-    }
+    },
+    "is_executing": true
    },
    "outputs": [],
    "source": [
@@ -368,7 +369,7 @@
    "source": [
     "## 5 - Add translations\n",
     "\n",
-    "This code loads [Translate](https://microsoft.github.io/SynapseML/docs/documentation/transformers/transformers_cognitive/#translate), a transformer that calls the Azure Translator service in Cognitive Services. The original text, which is in English in the \"Description\" column, is machine-translated into various languages. All of the output is consolidated into \"output.translations\" array."
+    "This code loads Translate, a transformer that calls the Azure Translator service in Cognitive Services. The original text, which is in English in the \"Description\" column, is machine-translated into various languages. All of the output is consolidated into \"output.translations\" array."
    ]
   },
   {

diff --git a/website/src/pages/index.js b/website/src/pages/index.js
@@ -458,7 +458,7 @@ dotnet add package SynapseML.Vw --version 0.11.2`}
                     lang="bash"
                   ></CodeSnippet>
                   For detailed installation, please refer this{" "}
-                    <a href="docs/next/Reference/Dotnet%20Setup/#installation">instruction</a>.
+                    <a href="docs/Reference/Dotnet%20Setup/#installation">instruction</a>.
                 </TabItem>
               </Tabs>
             </div>