Deep Dive

Our team carries out an in-depth breakdown (deep dive) of complex topics such as NLP, Deep Learning, UMAP and several others. We also implement challenging projects, providing detailed explanations of the decisions and process involved. This section will be updated…

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UMAP

Dimensionality Reduction Before we discuss this new and exciting development in dimension reduction techniques (UMAP), we need to know what are the reasons to use dimension reduction and the different techniques available in the data science arsenal. Please have a…

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PCA

Dimension Reduction Before we discuss one of the most popular dimension reduction techniques (PCA), we need to know what are the reasons to use dimension reduction and the different techniques available in the data science arsenal. Please have a look…

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Dimension Reduction

What is Dimension Reduction? More importantly why do I need it? Before we get into the different types of dimension reduction techniques, let's build some understanding regarding the need. I was working on a Kaggle data set which had over…

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