We trained an unsupervised machine learning pipeline that generates a representation, called a trajectory embedding, of how individual players move on offense.Common APA Mistakes "One of the most common mistakes I see," stated Professor John Long, who has studied social science and has taught health care administration and career development at a college level for various universities for more than five years, "are errors in properly citing web references." Professor Long and his students - being in the social sciences - have never used anything except APA style.He is currently working on his own education specialist degree (Ed.In academic writing, how you present your information (technically) is often seen as important as the ideas you are putting forth.Proper citing, quoting and referencing of source material allows you to convey your breadth of research in a language commonly shared by others in your discipline.Many of my students might complain about it, but the ones that succeed are the ones who are actively trying to use citing resources to their own argument's advantage." Common MLA Mistakes APA students are not the only ones who have common mistakes in formatting - as evidenced by the following insight offered from Dr.Margaret Walters of Kennesaw State University, where she and her students have used primarily MLA guidelines in their writing, editing and literature classes. Walters has taught a variety of undergraduate and graduate level writing courses at Kennesaw State University for over 15 years. Walters said, "The most common problems I see with MLA style occur in the writing, meaning the text itself, not the bibliography or Works Cited...though there are often some problems to address there, too.APA and MLA are the most common styles to use, but CMS is not unheard of - just not as common for undergrads.CMS is commonly used in traditional book publishing and academic publishing situations, so if you are doing post-graduate writing, it is good to know.While these formatting methods will share many characteristics such as margins and spacing, how they attribute references to source materials is the main differentiator.For example, APA lists "references" while MLA calls the same thing "works cited" - a small but important distinction that might actually affect your grade.