انجام پروژه ماشین لرنینگ دسته بندی دیتا به چند روش مختلف و مقایسه آنها و خوشه بندی انها
هفده روز پیش منتشر شده
تعداد بازدید: 48
کد پروژه: 543143
شرح پروژه
یکسری دیتا دارم که باید دسته بندی بشن به روش های مختلف و کارایی باهم مقایسه https://archive.ics.uci.edu/dataset/198/steel+plates+faults
which is to be used in a study to attempt to determine an optimal classification technique
(considering only nearest neighbour, probabilistic and MLP classification techniques covered
in the module).
Your study should:
• Present an appropriate visualisation of the dataset with an associated commentary on
how this visualisation informed your study
• Implement, using an appropriate workflow, a number of appropriate classification
algorithms from those that have been covered in the module and report on their
performance. It should be clear from the submitted paper as to why each type of
classifier was selected rather than just using classifiers to tick boxes.
• Investigate whether LDA and\or PCA based feature engineering offers any significant
improvement in the classifiers’ performance
• Investigate whether clustering algorithm can highlight or help address issues with the
dataset which may be impacting on the performance of the classification algorithms
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