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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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@amit1rrr amit1rrr Feb 14, 2019

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This is bold comment.

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@amit1rrr amit1rrr Feb 14, 2019

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Reconsider this,


Following is written from GitHub Interface.


c= a+b

  • A
  • B
  • C

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d = a +b


  • A
  • B
  • C

" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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another one


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Heres another reply

" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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Spacing test again


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yo yo

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yo yo yo

" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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Hey this is a test ?

Are you ready ?

after this multi line break


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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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Testing comment


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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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T


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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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a


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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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a


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<del_n7bd><div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Export-Training-Samples\" data-toc-modified-id=\"Export-Training-Samples-1\">Export Training Samples</a></span></li><li><span><a href=\"#Data-Preparation\" data-toc-modified-id=\"Data-Preparation-2\">Data Preparation</a></span></li><li><span><a href=\"#Model-Training\" data-toc-modified-id=\"Model-Training-3\">Model Training</a></span><ul class=\"toc-item\"><li><span><a href=\"#Train-SingleShotDetector-Model\" data-toc-modified-id=\"Train-SingleShotDetector-Model-3.1\">Train SingleShotDetector Model</a></span></li><li><span><a href=\"#Find-the-good-learning-rate\" data-toc-modified-id=\"Find-the-good-learning-rate-3.2\">Find the good learning rate</a></span></li><li><span><a href=\"#Train-the-model\" data-toc-modified-id=\"Train-the-model-3.3\">Train the model</a></span></li><li><span><a href=\"#Unfreezing-the-backbone-and-fine-tuning\" data-toc-modified-id=\"Unfreezing-the-backbone-and-fine-tuning-3.4\">Unfreezing the backbone and fine-tuning</a></span></li><li><span><a href=\"#Visualize-results\" data-toc-modified-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-and-load-trained-models\" data-toc-modified-id=\"Save-and-load-trained-models-3.6\">Save and load trained models</a></span></li></ul></li><li><span><a href=\"#Deploy-trained-model\" data-toc-modified-id=\"Deploy-trained-model-4\">Deploy trained model</a></span></li><li><span><a href=\"#Model-management\" data-toc-modified-id=\"Model-management-5\">Model management</a></span></li><li><span><a href=\"#Model-inference\" data-toc-modified-id=\"Model-inference-6\">Model inference</a></span><ul class=\"toc-item\"><li><span><a href=\"#Visualize-results\" data-toc-modified-id=\"Visualize-results-6.1\">Visualize results</a></span></li></ul></li></ul></div></del_n7bd>

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amit1rrr commented Jul 16, 2019

id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-

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id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-id=\"Visualize-results-3.5\">Visualize results</a></span></li><li><span><a href=\"#Save-

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This is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In codeThis is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In codeThis is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In codeThis is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In codeThis is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In codeThis is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In codeThis is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In codeThis is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In codeThis is useful, but we might like to go one step deeper and look at survival by both sex and, say, class. Using the vocabulary of GroupBy, we might proceed using something like this: we group by class and gender, select survival, apply a mean aggregate, combine the resulting groups, and then unstack the hierarchical index to reveal the hidden multidimensionality. In code

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amit1rrr commented Jul 16, 2019

      commit = Repository(repo_name, owner_login, user=user).get_commit(oid)

serializer = CommitSerializer(instance=commit.fill_info())

Audit.objects.create(user=user, api=Audit.COMMIT_INFO, owner_login=owner_login, repo_name=repo_name, commit_oid=oid)

return Response(serializer.data)

" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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Comment on import statement


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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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another comment on titanic


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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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@amit1rrr amit1rrr Sep 28, 2020

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To start learning more about this data, we might begin by grouping according to gTo start learning more about this data, we might begin by grouping according to g

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" <th></th>\n",
" <th>survived</th>\n",
" <th>pclass</th>\n",
" <th>sex</th>\n",
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this is a PR review


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