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Ayush Mehar

10 posts •
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.

Ayush Mehar
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.

Ayush Mehar
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.

Ayush Mehar
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.

Ayush Mehar
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.

Ayush Mehar
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.

Ayush Mehar
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.

Ayush Mehar
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].

Ayush Mehar
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.

Ayush Mehar
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.

Ayush Mehar
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