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  • Visualization of Learning Representations with PCA and UMAP

    Visualization of Learning Representations with PCA and UMAP

    July 29, 2025
    deep learning, visualization

    Deep learning models, such as neural networks, build abstract representations of data during the training phase. In this stage, the goal is to optimize a cost function—either by minimizing or maximizing it—using algorithms like those from the gradient descent family. In neural networks, this process is applied to each layer of the model. Thus, each…

  • Privacy Techniques in Deep Learning

    August 1, 2024
    deep learning

    Introduction With the apparition of internet, a large amount of data have been generated. In fact, this a exponential growth. For example, each day about 500M tweets are sent, 95M photos and videos are shared in Instagram, 500M photos are been uploaded. This exponential growth has allowed the use of new techniques in Artificial Intelligence.…

KapAITech-Blog

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