Saarthak GuptainLevel Up CodingUnsupervised Deep Learning using Auto EncodersIn the past, we discussed different unsupervised clustering methods like K-Means, DBSCAN, GMM, and data visualization techniques such as…Aug 14Aug 14
Saarthak GuptainLevel Up CodingVisualizing high-dimensional data using T-SNETSNE (t-distributed stochastic neighbor embedding) is a statistical method for visualizing high dimensional data by reducing it to lower…Aug 4Aug 4
Saarthak GuptainLevel Up CodingModel-Based Clustering using GMM-Gaussian Mixture ModelsA Gaussian Mixture Model (GMM) is a clustering technique that assumes data is generated from a mixture of several Gaussian distributions…Jul 30Jul 30
Saarthak GuptainLevel Up CodingMastering Hierarchical Clustering: Unraveling Data Patterns with DendrogramsThis article will explore hierarchical clustering in detail, including its advantages, applications, and why it remains an indispensable…Jul 26Jul 26
Saarthak GuptainLevel Up CodingDBSCAN: A density-based Clustering AlgorithmUnderstanding the Key concepts involved in the DBSCAN algorithm through code and visualization.Jul 24Jul 24
Saarthak GuptainLevel Up CodingUnderstanding how K-Means Clustering Works (A detailed guide)This article contains detailed and visual explanation of how K-Means algorithms works, how are the number of centroids chosen and…Jul 23Jul 23
Saarthak GuptaGradient Boostingunderstanding the maths behind gradient Boosting algorithmJul 15Jul 15
Saarthak GuptaUnderstanding Gradient DescentUnderstanding the working of the most important optimization algorithm.Jul 11Jul 11
Saarthak GuptaUnderstanding Activation Functions in Deep Learning: A Comprehensive GuideActivation functions play a crucial role in deep learning, impacting how neural networks learn and perform. In this comprehensive guide…Jun 13Jun 13
Saarthak GuptaDatabase Management Systems (DBMS): The Engine Behind Data ManagementHave you ever wondered how data is organized, accessed, and secured in large-scale applications? Enter Database Management Systems (DBMS)…Feb 26Feb 26