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Posts by tienlinhle32

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About tienlinhle32

Tree Ensemble

Posted by By tienlinhle32 December 22, 2023Posted inData Science, Machine Learning
After multiple discussions on decision trees, we are almost done with this model family. Decision trees are very flexible, but are also fairly unstable in that their performances vary quite…
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Decision Tree Pipeline

Posted by By tienlinhle32 December 22, 2023Posted inData Science, Machine Learning1 Comment
So far, we have discussed decision trees in fair details, including how they split, how they apply to regression, and their various hyperparameters. While there are certain technical details that…
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Tuning Decision Trees

Posted by By tienlinhle32 October 1, 2023Posted inData Science, Machine Learning
I have been fairly busy, so we are stuck on classification and regression trees for some months. So let us get back on track. In tuning decision trees, we need…
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Regression Tree

Posted by By tienlinhle32 June 12, 2023Posted inData Science, Machine Learning, Regression Analysis
Previously, we have discussed decision trees for classification and some fair details. In this post, we will move to their variant for the regression task. And, yes, we certainly have…
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Decision Tree Splits in Classification

Posted by By tienlinhle32 June 7, 2023Posted inData Science, Machine Learning
Previously, we have had an introduction on the concept of a decision tree and its operations. As discussed, essentially, each internal node in a tree divide its input data into…
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Decision Tree for Classification

Posted by By tienlinhle32 June 5, 2023Posted inData Science, Machine Learning2 Comments
After spending some good posts about Support Vector Machine, let us move on to decision tree. This is another analytical model applicable to both classification and regression. Unlike the models…
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Support Vector Machine Pipeline

Posted by By tienlinhle32 May 10, 2023Posted inData Science, Machine Learning
With the recent posts about support vector machine, hopefully you have had a good understanding on this elegant model. One thing is that we have not actually perform modeling with…
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Support Vector Regression

Posted by By tienlinhle32 May 9, 2023Posted inData Science, Machine Learning, Model tuning, Regression Analysis
We have been discussing support vector machine for a few posts. And, good news! We will keep doing that for a while. This is just an amazing model with so…
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Tuning Support Vector Machine

Posted by By tienlinhle32 May 7, 2023Posted inData Science, Machine Learning, Model tuning
Previously, we discussed support vector machine and related concepts in a fair amount of details. Now, we will dig a bit deeper into this model. Of course, I will not…
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Support Vector Machine for Binary Classification

Posted by By tienlinhle32 May 6, 2023Posted inClassification, Data Science, Machine Learning2 Comments
After some discussions on classification, hopefully, you have had a good grasp on this task. Until now, we have only mentioned a few version of Logistic regression, whereas there are…
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Recent Posts

  • Tree Ensemble
  • Decision Tree Pipeline
  • Tuning Decision Trees
  • Regression Tree
  • Decision Tree Splits in Classification

Recent Comments

  1. Tree Ensemble - Data Science from a Practical Perspective on Decision Tree Pipeline
  2. Regression Tree - Data Science from a Practical Perspective on Decision Tree for Classification
  3. Decision Tree Splits in Classification - Data Science from a Practical Perspective on Decision Tree for Classification
  4. Support Vector Machine Pipeline - Data Science from a Practical Perspective on Logistic Regression
  5. Support Vector Regression - Data Science from a Practical Perspective on Support Vector Machine for Binary Classification

Archives

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Categories

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  • Python
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  • Tree Ensemble
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  • Tuning Decision Trees
  • Regression Tree
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  • Decision Tree for Classification
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  • Support Vector Regression
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