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This GitHub repository will be used to host project files and data science resources.

Projects

The LEGO Project

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In this project we explore different datasets relating to the LEGO project, where basic exploration of colors, sizes and number of parts in a LEGO set through the years is carried out.

Pivot Tables from Ads Data

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Using googleads to download the auction insights data, using pandas to perform data-cleaning and formatting. Finally, they are exported into excel using openpyxl.

Bitcoin and evaluation of cryptocurrencies

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The year 2018 has truly been the year of the crypto, with the meteoric rise and fall of this unregulated commodity, many investors became millionarires over-night and many came on the streets
. In this case-study we evaluate the fluctuations of bitcoin and other currencies over various periods of time.

The Handwashing Tale

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In this case-study we look at two hospitals in 19th century Venice, and why one hospital fared much better at child mortalityrates than its counterpart. We also see that after using Dr. Semmelweis's decision how thigs turned around.

Resources

Backpropagation with equations

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Backpropagation understanding by easily explained equations on a simple neural network of one input layer, one hidden and one output layer.

Backpropagation using matrices

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Backpropagation understanding using matrices in markdown.