Ankit GuptaDetermining the Number of Clusters: A Comprehensive GuideClustering, a fundamental technique in unsupervised machine learning, involves grouping similar data points together. It has diverse…9 min read·Sep 4, 2023----
Ankit GuptaHow to lexically process textual data?We all converse. From the time we wake up to the time we go back to sleep, we use speech to convey our thoughts and ideas. Now in the…7 min read·Sep 21, 2022----
Ankit GuptaNaïve Bayes : A Probabilistic Approach — Analytics MagLearning is all about how well we can leverage our historical understanding to take decision in future. For instance, we often hear from…4 min read·Jan 28, 2022----
Ankit GuptaSVM : The Trickery of KernelSVM is for me one of the simplest and coolest ML algorithms. For non-linear problems, it literally follows the saying “looking at a…5 min read·Jan 27, 2022----
Ankit GuptaLinear Regression : A linear quest for relationshipLinear regression is a supervised machine learning technique used to determine the relation between dependent and independent variables…5 min read·Jan 22, 2022----
Ankit GuptaClustering : The Craft of SegmentationClustering is the unsupervised learning process of segmenting observations, or dataset into number of groups such that data points have…5 min read·Jan 11, 2022----
Ankit GuptaEnsemble Learning : BaggingEnsemble learning refers to process of combining predictions from two or more models.3 min read·Jan 10, 2022----
Ankit GuptaK-Nearest Neighbors ClassificationKNN is perhaps one of the simplest ML models out there. It is a non-parametric model, which means it does not make any assumption on…4 min read·Jan 9, 2022----
Ankit GuptaComprehensive Guide to Decision Tree Learning for ClassificationDecision trees are a group of divide and conquer method that uses inverted tree-like structure to predict the outcome for our problem. The…5 min read·Jan 9, 2022----
Ankit GuptaBinary Classification Through Logistic Regression — Analytics MagThe primary objective of any classification model is to predict the probability of an observation belonging to a particular class, also…4 min read·Jan 8, 2022----