Exploring Research Work

In this chapter, we will explore the two most significant research works that eventually also became an open source offering. The emphasis in this chapter is given onto a top-down approach, where we will start from the origin of excellent research work and see how it became a mainstream toolkit for everyone to use. While emphasizing on research work, we would like to highlight that a lot of research work does not find its place in the standard toolkit available in the market, but some gems could be found if one works slightly harder.

We recommend following the fantastic effort put by the creators of https://paperswithcode.com. The Papers With Code team has created a free and open resource platform with machine learning papers, code, and evaluation tables with the help from the community and powered by automation. They have already automated the linking of code to papers, and they are now working on automating the extraction of evaluation metrics from papers. The work...