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# Mean-Risk

Examples using the [`MeanRisk`](https://skfolio.org/generated/skfolio.optimization.MeanRisk.html.md#skfolio.optimization.MeanRisk) optimization.

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<div class="sphx-glr-thumbcontainer" tooltip="This tutorial uses the MeanRisk optimization to find the maximum Sharpe Ratio portfolio.">  <div class="sphx-glr-thumbnail-title">Maximum Sharpe Ratio</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial uses the MeanRisk optimization to find the minimum CVaR (Conditional Value at Risk) portfolio.">  <div class="sphx-glr-thumbnail-title">Minimum CVaR</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial uses the MeanRisk optimization to find an ensemble of portfolios belonging to the Mean-Variance efficient frontier (Pareto front).">  <div class="sphx-glr-thumbnail-title">Efficient Frontier</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial uses the MeanRisk optimization to find an ensemble of portfolios belonging to the Mean-Variance-CDaR efficient frontier.">  <div class="sphx-glr-thumbnail-title">Mean-Variance-CDaR Surface</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to incorporate weight constraints into the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Weight Constraints</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to incorporate transaction costs (TC) into the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Transaction Costs</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to incorporate management fees (MF) into the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Management Fees</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to incorporate regularization into the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">L1 and L2 Regularization</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to incorporate expected returns uncertainty sets into the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Uncertainty Set</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to incorporate a tracking error constraint into the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Tracking Error</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to use the EmpiricalPrior estimator in the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Empirical Prior</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to use the BlackLitterman estimator in the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Black & Litterman</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="skfolio supports time-series factor models through TimeSeriesFactorModel and characteristics-based cross-sectional factor models through CharacteristicsFactorModel.">  <div class="sphx-glr-thumbnail-title">Time-Series Factor Model</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to use the TimeSeriesFactorModel estimator coupled with the BlackLitterman estimator in the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Black & Litterman Factor Model</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to use cardinality constraints with the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Cardinality Constraints</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to use threshold constraints with the MeanRisk optimization.">  <div class="sphx-glr-thumbnail-title">Threshold Constraints</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial introduces the optimization parameters fallback and raise_on_failure.">  <div class="sphx-glr-thumbnail-title">Failure and Fallbacks</div>
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