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				@@ -134,7 +134,7 @@ 
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				    "metadata": {}, 
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				    "outputs": [], 
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				    "source": [ 
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				-    "# verify profiling capacility \n", 
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				+    "# verify profiling capability \n", 
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				     "!nsys status -e" 
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				    ] 
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				   }, 
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				@@ -142,8 +142,7 @@ 
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				    "cell_type": "markdown", 
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				    "metadata": {}, 
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				    "source": [ 
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				-    "---\n", 
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				-    "Verify Profiling Capability, the expected output should look something simialr to the below\n", 
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				+    "Verify profiling capability, the expected output should look something simialr to the below\n", 
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				     "\n", 
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				     "            Sampling Environment Check\n", 
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				     "            Linux Kernel Paranoid Level = 2: OK\n", 
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				@@ -160,7 +159,7 @@ 
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				    "metadata": {}, 
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				    "source": [ 
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				     "\n", 
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				-    "To start with, we need to create placeholder for dataset. We are going to populate these folders later." 
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				+    "To start with, we need to create folders as placeholders for dataset. We are going to populate these folders later." 
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				    ] 
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				   }, 
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				   { 
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				@@ -225,7 +224,7 @@ 
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				     "\n", 
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				     "Basic understanding on Deep learning and Pytorch is required, if you are new to Deep learning and or new to Pytorch, it is recommended to go through the [Distributed_Deep_Learning bootcamp](https://github.com/gpuhackathons-org/gpubootcamp/tree/master/ai/Distributed_Deep_Learning/English/python) and [Pytorch tutorials](https://pytorch.org/tutorials/) as prior.\n", 
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				     " \n", 
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				-    "**Disclaimer** : All the results mentioned in the notebooks were tested on a *DGX-2 machine equipped with 2 or 4 or 8 x A100 connected via NVLink*. The results would vary when using different hardware and would also depend on the Interconnect bandwidth and the thermal conditions of the machine." 
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				+    "**Disclaimer** : All the results mentioned in the notebooks were tested on a *DGX-2 machine equipped with 2 x A100 GPUs connected via NVLink*. The results would vary when using different hardware and would also depend on the Interconnect bandwidth and the thermal conditions of the machine." 
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				    ] 
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				   }, 
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				   { 
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