February 21, 2020
Published by Amir Masoud Sefidian at February 21, 2020
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Walkthrough of an exploratory analysis for classification problems

In this post I outline how to perform an exploratory analysis for a binary classification problem. I am going to […]
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February 5, 2020
Published by Amir Masoud Sefidian at February 5, 2020
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Dealing with Imbalanced Data

https://towardsdatascience.com/methods-for-dealing-with-imbalanced-data-5b761be45a18 https://towardsdatascience.com/methods-for-dealing-with-imbalanced-data-5b761be45a18 Imbalanced classes are a common problem in machine learning classification where there are a disproportionate ratio of observations […]
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February 3, 2020
Published by Amir Masoud Sefidian at February 3, 2020
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Exploratory Data Analysis

https://towardsdatascience.com/exploratory-data-analysis-8fc1cb20fd15 https://medium.com/omarelgabrys-blog/statistics-probability-exploratory-data-analysis-714f361b43d1 https://www.kaggle.com/ekami66/detailed-exploratory-data-analysis-with-python https://www.kaggle.com/dvigneshwer/kernele7f4dbb964/notebook Visualizing the distribution of a dataset — seaborn 0.10.0 documentationhttps://seaborn.pydata.org/tutorial/distributions.html https://www.kaggle.com/kashnitsky/topic-1-exploratory-data-analysis-with-pandas https://iq.opengenus.org/exploratory-data-analysis-python/ Plotting with categorical data […]
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February 3, 2020
Published by Amir Masoud Sefidian at February 3, 2020
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Data Levels of Measurement

There are four measurement scales: nominal, ordinal, interval and ratio. These are simply ways to categorize different types of variables […]
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January 30, 2020
Published by Amir Masoud Sefidian at January 30, 2020
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Using Kaggle Datasets in Google Colab

Step-by-step — Create an API key in Kaggle.To do this, go to kaggle.com/ and open your user settings page.  Next, […]
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January 30, 2020
Published by Amir Masoud Sefidian at January 30, 2020
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Getting Started With Google Colab

If you want to create a machine learning model but say you don’t have a computer that can take the […]
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January 30, 2020
Published by Amir Masoud Sefidian at January 30, 2020
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Gated Recurrent Unit (GRU) With PyTorch

https://blog.floydhub.com/gru-with-pytorch/ Have you heard of GRUs? The Gated Recurrent Unit (GRU) is the younger sibling of the more popular Long Short-Term […]
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January 30, 2020
Published by Amir Masoud Sefidian at January 30, 2020
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Long Short-Term Memory Networks with PyTorch

LSTMs are a particular variant of RNNs, therefore having a grasp of the concepts surrounding RNNs will significantly aid your […]
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