320 - Understanding Simulated Annealing using steel optimization

Опубликовано: 15 Май 2024
на канале: DigitalSreeni

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320 - Understanding Simulated Annealing using steel optimization

Code link: https://github.com/bnsreenu/python_fo...

Finding the best alloy with maximum yield strength using simulated annealing algorithm

In this example, we will work with the steel alloy data set.
Download from here: https://www.kaggle.com/datasets/fuarr...

The data set contains the elemental composition of different alloys and their respective yield and tensile strengths. A machine learning model can be trained on this data, allowing us to predict the strength of an alloy based on its chemical composition. But, for this exercise, let us try to find the optimized alloy composition with the best yield strength.

Let us explore simulated annealing algorithm for optimization.