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Project 19: Exploring evolution of Linux
1. Introduction Version control repositories like CVS, Subversion or Git can be a real gold mine for software developers. They contain every change to the source code including the date (the “when”), the responsible developer (the “who”), as well as a little message that describes the intention (the “what”) of a change. In this notebook,…
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Project 18: The Hottest topics in Machine Learning
1. Loading the NIPS papers The NIPS conference (Neural Information Processing Systems) is one of the most prestigious yearly events in the machine learning community. At each NIPS conference, a large number of research papers are published. Over 50,000 PDF files were automatically downloaded and processed to obtain a dataset on various machine learning techniques.…
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Project 17: Generating Keywords for Google Ads: Low cost furniture store
1. The brief Imagine working for a digital marketing agency, and the agency is approached by a massive online retailer of furniture. They want to test our skills at creating large campaigns for all of their website. We are tasked with creating a prototype set of keywords for search campaigns for their sofas section. The…
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Project 16: Analyzing Motercycle Part Sales
You’re working for a company that sells motorcycle parts, and they’ve asked with some help in analyzing their sales data! They operate three warehouses in the area, selling both retail and wholesale. They offer a variety of parts and accept credit card, cash, and bank transfer as payment methods. However, each payment type incurs a…
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Project 12: Optimizing Online Sports Retail Revenue
1. Counting missing values Sports clothing and athleisure attire is a huge industry, worth approximately $193 billion in 2021 with a strong growth forecast over the next decade! In this notebook, we play the role of a product analyst for an online sports clothing company. The company is specifically interested in how it can improve revenue. We…
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Project 10: Golden Age of Video Games
1. The ten best-selling video games Photo by Dan Schleusser on Unsplash. Video games are big business: the global gaming market is projected to be worth more than $300 billion by 2027 according to Mordor Intelligence. With so much money at stake, the major game publishers are hugely incentivized to create the next big hit. But are games getting…
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Project 1: The World Bank’s international debt data
It’s not that we humans only take debts to manage our necessities. A country may also take debt to manage its economy. For example, infrastructure spending is one costly ingredient required for a country’s citizens to lead comfortable lives. The World Bank is the organization that provides debt to countries. In this notebook, we are going to…