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lstm

FUNDEMENTALS OF LSTM

Are you ready to dive into the fascinating world of Long Short-Term Memory (LSTM) neural networks? 馃 Well, buckle up, my friend, because we’re about to embark on a thrilling journey through the realm of machine learning! 馃殌 LSTMs are a type of Recurrent Neural Network (RNN) that have revolutionized the field of natural language…

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Data points and line estimated with symmetric linear regression

A Simplified Guide to Linear Regression in Python

Linear regression is a fundamental algorithm in machine learning, used for predicting a continuous outcome variable (also called the dependent variable) based on one or more predictor variables (also known as independent variables). The Mathematics Behind Linear Regression The basic idea of linear regression is to fit a line to a set of points. So,…

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neural networks

Back-Propagation

Backpropagation is an algorithm used to train artificial neural networks. It works by iteratively adjusting the weights of the connections between neurons in the network to minimize the error between the network’s predictions and the desired outputs. Here’s a breakdown of the process: Forward Pass: An input is fed into the network, and it propagates…

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