Machine Learning (ML) How a ML Dataset is designed? In this article, we have explored How a (Machine Learning) ML Dataset is designed? with the example of the PASCAL dataset (Pascal-1 Visual Object Classes (VOC)) and how it evolved over the years and how the initial dataset was prepared.
Machine Learning (ML) ResNet50 v1.5 architecture ResNet50 v1.5 is the modified version of the original ResNet50 model. ResNet50 v1.5 is slightly more accurate (0.5%) and slightly lower performance (down by 5%) compared to ResNet50.
Machine Learning (ML) Multilayer Perceptron Multilayer perceptron is a fundamental concept in Machine Learning (ML) that lead to the first successful ML model, Artificial Neural Network (ANN). We have explored the idea of Multilayer Perceptron in depth.
Machine Learning (ML) Multilayer Perceptrons vs CNN We have explored the key differences between Multilayer perceptron and CNN in depth. Multilayer Perceptron and CNN are two fundamental concepts in Machine Learning. When we apply activations to Multilayer perceptrons, we get Artificial Neural Network (ANN) which is one of the earliest ML models.
Machine Learning (ML) Differences between Standardization, Regularization, Normalization in ML We have covered the Differences between Standardization, Regularization, Normalization in depth along with the introductory knowledge and complete explanation of the key terms.
Machine Learning (ML) Regression vs Correlation We have explored the key differences between Correlation and Regression along with the basic idea behind both concepts. There are mainly 5 differences between Regression and Correlation.
Machine Learning (ML) Elastic Net Regularization Elastic Net Regularization is a regularization technique that uses both L1 and L2 regularizations to produce most optimized output. This is one of the best regularization technique.
Algorithms Word Break Problem In this article we are going to talk about a very interesting problem: Word Break Problem. This can be solved using Dynamic Programming [O(N^2) time, O(N^2) space].
Software Engineering Basics of Hyper Text Transfer Protocol (HTTP) In this article, we have discussed about HTTP. HTTP stands for Hyper Text Transfer Protocol and is the backbone of the Internet.
Software Engineering unordered_set in C++ STL In this article, we have discussed about the unordered_set container class of the C++ Standard Template Library. unordered_set is one of the most useful containers offered by the STL and provides search, insert, delete in O(1) on average.