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Browsing Category

Artificial Intelligence

36 posts
Photo by Sinziana Susa on Unsplash
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  • 155 views
  • 11 minute read
  • Artificial Intelligence
  • Natural Language Processing

Long Short-Term Memory (LSTM)

  • ByWayne
  • 24/02/2025
Long short-term (LSTM ) is a type of RNN specifically designed to process sequential data. Compared to standard RNNs, LSTM networks are able to maintain useful long-term dependencies for making predictions in the current and future time steps.
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Photo by Janosch Diggelmann on Unsplash
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  • 164 views
  • 13 minute read
  • Artificial Intelligence
  • Natural Language Processing

Recurrent Neural Networks (RNN)

  • ByWayne
  • 15/02/2025
Recurrent Neural Networks (RNN) is a neural network architecture that specializes in processing sequential data. RNN uses recurrent connections to retain previous output information, allowing the network to consider past states while processing the current step. This article will introduce the basic principles of RNN.
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Photo by Andrii Bondarenko on Unsplash
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  • 167 views
  • 8 minute read
  • Artificial Intelligence
  • Vision Models

Convolutional Neural Networks (CNN)

  • ByWayne
  • 23/01/2025
Convolutional neural networks (CNN) is a computer vision and image processing method based on neural networks. In this article, we will introduce the principles of various layers in CNN.
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Photo by Mike Stezycki on Unsplash
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  • 219 views
  • 8 minute read
  • Artificial Intelligence
  • Neural Networks

Multiple Classification Neural Network

  • ByWayne
  • 12/01/2025
Multiple classification neural network can classify more than one category. Compared with  binary classification, it is more commonly used in practice. This article will introduce the theory of multiple classification neural network in detail.
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Photo by Henrique Ferreira on Unsplash
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  • 283 views
  • 17 minute read
  • Artificial Intelligence
  • Neural Networks

Neural Networks and Binary Classification

  • ByWayne
  • 12/01/2025
Due to the popularity of deep learning in recent years, neural networks have become popular. It has been used to solve a wide variety of problems. This article will introduce the neural network in detail with the binary classification neural network.
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Photo by Food Photographer | Jennifer Pallian on Unsplash
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  • 523 views
  • 10 minute read
  • Artificial Intelligence
  • Machine Learning

Logistic Regression

  • ByWayne
  • 23/12/2024
Logistic regression is a data analysis technique used for classification. It is probably the simplest model among classification algorithms.
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Photo by Louis Hansel @shotsoflouis on Unsplash
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  • 348 views
  • 10 minute read
  • Artificial Intelligence
  • Machine Learning

Linear Regression

  • ByWayne
  • 08/12/2024
Linear regression is a data analysis technique that uses linear functions to predict data. Although the linear regression model is relatively simple, it is a mature statistical technique.
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Photo by Ashley Knedler on Unsplash
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  • 540 views
  • 2 minute read
  • Artificial Intelligence
  • Machine Learning

Regularization

  • ByWayne
  • 02/07/2024
When a model has poor performance, it cannot predict the data accurately. The main cause may be overfitting or underfitting. If it is a case of overfitting, we can use regularization to solve model overfitting.
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Photo by Jeremy Bishop on Unsplash
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  • 277 views
  • 3 minute read
  • Artificial Intelligence
  • Machine Learning

Overfitting and Underfitting

  • ByWayne
  • 02/07/2024
Overfitting and underfitting are the root causes for poor model accuracy. Only by being able to determine whether a model is overfitting or underfitting can we take the correct approach to improve the performance of the model.
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Photo by ŞULE MAKAROĞLU on Unsplash
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  • 417 views
  • 1 minute read
  • Artificial Intelligence
  • Machine Learning

Feature Scaling

  • ByWayne
  • 24/06/2024
In machine learning, before we take the data to train a model, we usually need to perform feature scaling on the data.
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