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Update README.md -- update the overview table for tuners part #1843

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53 changes: 32 additions & 21 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -80,47 +80,58 @@
</ul>
</td>
<td align="left" >
<a href="docs/en_US/Tuner/BuiltinTuner.md">Tuner</a>
<a href="docs/en_US/Tuner/BuiltinTuner.md">Hyperparameter Tuning</a>
<ul>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Random">Random Search</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Evolution">Naïve Evolution</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#TPE">TPE</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Anneal">Anneal</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#SMAC">SMAC</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Batch">Batch</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#GridSearch">Grid Search</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Hyperband">Hyperband</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#MetisTuner">Metis Tuner</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#BOHB">BOHB</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#GPTuner">GP Tuner</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#PPOTuner">PPO Tuner</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#NetworkMorphism">Network Morphism</a></li>
</ul>
<a href="docs/en_US/Assessor/BuiltinAssessor.md">Assessor</a>
<b>Exhaustive search</b>
<ul>
<li><a href="docs/en_US/Assessor/BuiltinAssessor.md#Medianstop">Median Stop</a></li>
<li><a href="docs/en_US/Assessor/BuiltinAssessor.md#Curvefitting">Curve Fitting</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Random">Random Search</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#GridSearch">Grid Search</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Batch">Batch</a></li>
</ul>
<b>Heuristic search</b>
<ul>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Evolution">Naïve Evolution</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Anneal">Anneal</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#Hyperband">Hyperband</a></li>
</ul>
<b>Bayesian optimization</b>
<ul>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#BOHB">BOHB</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#TPE">TPE</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#SMAC">SMAC</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#MetisTuner">Metis Tuner</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#GPTuner">GP Tuner</a> </li>
</ul>
<b>RL Based</b>
<ul>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#PPOTuner">PPO Tuner</a> </li>
</ul>
<a href="docs/en_US/NAS/Overview.md">NAS (Beta)</a>
</ul>
<a href="docs/en_US/NAS/Overview.md">Neural Architecture Search</a>
<ul>
<li><a href="docs/en_US/NAS/Overview.md#enas">ENAS</a></li>
<li><a href="docs/en_US/NAS/Overview.md#darts">DARTS</a></li>
<li><a href="docs/en_US/NAS/Overview.md#p-darts">P-DARTS</a></li>
<li><a href="docs/en_US/Tuner/BuiltinTuner.md#NetworkMorphism">Network Morphism</a> </li>
</ul>
<a href="docs/en_US/Compressor/Overview.md">Model Compression (Beta)</a>
<a href="docs/en_US/Compressor/Overview.md">Model Compression</a>
<ul>
<li><a href="docs/en_US/Compressor/Pruner.md#agp-pruner">AGP Pruner</a></li>
<li><a href="docs/en_US/Compressor/Pruner.md#slim-pruner">Slim Pruner</a></li>
<li><a href="docs/en_US/Compressor/Pruner.md#fpgm-pruner">FPGM Pruner</a></li>
<li><a href="docs/en_US/Compressor/Quantizer.md#qat-quantizer">QAT Quantizer</a></li>
<li><a href="docs/en_US/Compressor/Quantizer.md#dorefa-quantizer">DoReFa Quantizer</a></li>
<li><a href="docs/en_US/Compressor/Overview.md">More...</a></li>
</ul>
<a href="docs/en_US/FeatureEngineering/Overview.md">Feature Engineering (Beta)</a>
<ul>
<li><a href="docs/en_US/FeatureEngineering/GradientFeatureSelector.md">GradientFeatureSelector</a></li>
<li><a href="docs/en_US/FeatureEngineering/GBDTSelector.md">GBDTSelector</a></li>
</ul>
<a href="docs/en_US/Assessor/BuiltinAssessor.md">Early Stop Algorithms</a>
<ul>
<li><a href="docs/en_US/Assessor/BuiltinAssessor.md#Medianstop">Median Stop</a></li>
<li><a href="docs/en_US/Assessor/BuiltinAssessor.md#Curvefitting">Curve Fitting</a></li>
</ul>
</td>
<td>
<ul>
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