#classification-problems

22.3 Illustration of K-Means Clustering Using a Sample Dataset

To understand how the K-Means clustering algorithm works, let us consider a small customer dataset.Each customer is represented using two attributes: Annual Income and Spending Score.The objective of

Understanding Precision and Recall using Policeman analogy

Decision Tree- Part 2: Decision Tree Classifier

In the previous part of this series, we explored and implemented regression trees while covering the concept of decision trees. If you directly reached to this blog, I recommend you to first read part-1 of decision tree, as all basics are covered in ...

Introduction to Machine Learning

Machine Learning has become a prominent subject in recent years, finding utility across diverse industries. Its applications range from automating routine tasks to analysing vast datasets for valuable insights, aiding in more informed business decisi...

Wine Quality Prediction using Random Forest Classifier.

Embark on a captivating tutorial as we uncork the world of wine quality prediction using the potent Random Forest Classifier. In this exploration, we'll navigate the intricate landscape of predictive analytics, demonstrating how to leverage this powe...

Handling Imbalanced Data: Oversampling v/s Undersampling

Introduction Working with imbalanced data when building a classification ML model can be a challenge, as it affects your models’ ability to make accurate predictions. This is particularly challenging when the focus goes beyond the accuracy score of t...

Confusion Matrix - An easy way to remember and use

If you have ever done logistics regression, then you must be aware of the confusion matrix. The name is so apt for this important machine-learning concept. I used to get so confused trying to make sense of the matrix and the formulas. I struggled wit...

Movie Score Prediction Model - BigQuery Data using SQL

Tasks Create a Movie Score Prediction Model with BQML custom ML and all of this only using SQL. Prerequisites A browser, such as Chrome or Firefox. A Google Cloud project with billing enabled. Important Links https://www.abirami.dev/code-vipassa...