Questions & Answers

Instructor: Applied AI Course Duration: 30 mins

Revision Questions:

  1. How to Building a decision Tree?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/geometric-intuition-axis-parallel-hyperplanes-1/)
  2. What is Entropy? (https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/building-a-decision-treeentropy/)
  3. What is information Gain ?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/building-a-decision-treeinformation-gain/)
  4. What is Gini Impurity?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/building-a-decision-tree-gini-impurity/)
  5. How to Constructing a DT. ?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/building-a-decision-tree-constructing-a-dt/)
  6. Importance of Splitting numerical features.?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/building-a-decision-tree-splitting-numerical-features/)
  7. How to handle Overfitting and Underfitting in DT?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/overfitting-and-underfitting-4/)
  8. What are Train and Run time complexity for DT?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/train-and-run-time-complexity/)
  9. How to implement Regression using Decision Trees?(https://www.appliedaicourse.com/course/applied-ai-course-online/lessons/regression-using-decision-trees-2/)

Self Learning:

  1. You are working on a time series data set. You manager has asked you to build a high accuracy model. You start with the decision tree algorithm, since you know it works fairly well on all kinds of data. Later, you tried a time series regression model and got higher accuracy than decision tree model. Can this happen? Why?(Refer :https://www.analyticsvidhya.com/blog/2016/09/40-interview-questions-asked-at-startups-in-machine-learning-data-science/)
  2. Running a binary classification tree algorithm is the easy part. Do you know how does a tree splitting takes place i.e. how does the tree decide which variable to split at the root node and succeeding nodes?(Refer:https://www.analyticsvidhya.com/blog/2016/09/40-interview-questions-asked-at-startups-in-machine-learning-data-science/)

 

External Resources:

1.https://vitalflux.com/decision-tree-algorithm-concepts-interview-question

**If you face any new Interview questions please put in comments ,we will work it out**

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