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table modified #12
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| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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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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Heres another reply
| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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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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| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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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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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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| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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| " <th></th>\n", | ||
| " <th>survived</th>\n", | ||
| " <th>pclass</th>\n", | ||
| " <th>sex</th>\n", |
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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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