Deployed 2536c93 with MkDocs version: 1.6.1
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</marker>
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<text x="350" y="22" fill="#333" font-size="14" font-weight="bold" text-anchor="middle">Bagging vs Boosting</text>
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<!-- === BAGGING (left) === -->
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<text x="175" y="50" fill="#3498db" font-size="13" font-weight="bold" text-anchor="middle">Bagging (parallel)</text>
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<text x="175" y="77" fill="#333" font-size="10" text-anchor="middle">Training Data</text>
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<text x="80" y="125" fill="#333" font-size="9" text-anchor="middle">Sample 1</text>
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<text x="175" y="125" fill="#333" font-size="9" text-anchor="middle">Sample 2</text>
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<text x="270" y="125" fill="#333" font-size="9" text-anchor="middle">Sample 3</text>
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<!-- Models -->
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<text x="80" y="163" fill="#333" font-size="10" text-anchor="middle">Tree 1</text>
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<text x="175" y="163" fill="#333" font-size="10" text-anchor="middle">Tree 2</text>
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<text x="270" y="163" fill="#333" font-size="10" text-anchor="middle">Tree 3</text>
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<text x="175" y="220" fill="#27ae60" font-size="11" font-weight="bold" text-anchor="middle">Average</text>
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<text x="175" y="250" fill="#666" font-size="10" text-anchor="middle">All learners trained independently</text>
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<text x="175" y="264" fill="#3498db" font-size="10" text-anchor="middle" font-weight="bold">Reduces variance</text>
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<!-- === BOOSTING (right) === -->
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<text x="525" y="50" fill="#e74c3c" font-size="13" font-weight="bold" text-anchor="middle">Boosting (sequential)</text>
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<text x="525" y="83" fill="#333" font-size="10" text-anchor="middle">Weak 1</text>
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<!-- Error arrow -->
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<text x="560" y="104" fill="#e74c3c" font-size="9">errors</text>
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<text x="525" y="128" fill="#333" font-size="10" text-anchor="middle">Weak 2</text>
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<!-- Error arrow -->
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<text x="560" y="149" fill="#e74c3c" font-size="9">errors</text>
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<!-- Model 3 -->
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<text x="525" y="173" fill="#333" font-size="10" text-anchor="middle">Weak 3</text>
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<!-- Arrow to weighted sum -->
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<!-- Weighted sum box -->
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<text x="525" y="220" fill="#27ae60" font-size="11" font-weight="bold" text-anchor="middle">Weighted Sum</text>
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<!-- Weights annotation -->
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<text x="440" y="83" fill="#666" font-size="9" text-anchor="end">w₁</text>
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<text x="440" y="128" fill="#666" font-size="9" text-anchor="end">w₂</text>
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<text x="440" y="173" fill="#666" font-size="9" text-anchor="end">w₃</text>
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<text x="525" y="250" fill="#666" font-size="10" text-anchor="middle">Each learner fixes previous errors</text>
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<text x="525" y="264" fill="#e74c3c" font-size="10" text-anchor="middle" font-weight="bold">Reduces bias</text>
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<!-- Bottom summary -->
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<text x="350" y="299" fill="#333" font-size="11" text-anchor="middle">Random Forest = bagging of trees | AdaBoost, GBM = boosting variants</text>
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