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Este artículo presenta un enfoque de autoajuste para amplificadores de potencia de entrada dual utilizando una combinación de algoritmos de búsqueda de optimización global y linealización adaptativa
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How to fill out machine-learning assisted optimisation of

01
Identify the problem you want to optimize with machine learning.
02
Gather and preprocess relevant data for the optimization task.
03
Select an appropriate machine learning model based on the nature of the data and the optimization objective.
04
Train the machine learning model using the prepared dataset, ensuring to split the data into training and testing sets.
05
Evaluate the model's performance using suitable metrics to ensure it meets the optimization goals.
06
Integrate the model into an optimization algorithm or framework to apply it to the desired problem.
07
Run the optimization process and analyze the results.
08
Iterate on the model and optimization strategy based on feedback and performance.

Who needs machine-learning assisted optimisation of?

01
Businesses looking to enhance their operational efficiency.
02
Data scientists and analysts seeking advanced optimization techniques.
03
Researchers focusing on complex optimization problems.
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Industries such as finance, logistics, and manufacturing that require data-driven decision-making.
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Any organization that wants to leverage data for improved decision-making and resource allocation.
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Machine-learning assisted optimisation refers to the use of machine learning algorithms and techniques to enhance and improve optimization processes in various applications, including resource allocation, scheduling, and parameter tuning.
Individuals or organizations that utilize machine learning techniques for optimization in their operations, particularly in fields such as finance, logistics, or manufacturing, may be required to file machine-learning assisted optimisations depending on regulatory requirements.
Filling out a machine-learning assisted optimisation typically involves providing data inputs, defining the objectives, and specifying the parameters of the algorithms used, followed by submitting this information through the designated reporting platform or form.
The purpose of machine-learning assisted optimisation is to leverage data-driven insights and predictive capabilities of machine learning to achieve better decision-making, efficiency, and effectiveness in optimization tasks.
Information that must be reported includes the data sets used, the machine learning models implemented, the objectives, the outcomes of the optimisation, and any relevant parameters that influence the optimization process.
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