In this cozy (but slightly chaotic) study vlog, I’m prepping for my very last final ever: a machine learning exam at UBC. I procrastinated way too hard (I didn’t go to a single lecture after the midterm…), so the night before the exam I’m staring down a stack of chapters I barely know and deciding I can’t “finish all this and sleep at the same time.” It’s open book, so my goal isn’t to memorize everything—it’s to understand the concepts just enough to know where to find them in my notes. Along the way, my apartment literally has no running water, so I’m running out to grab water bottles and then locking in for the night. I walk you through how I take notes when my brain is fried (headings, subheadings, rephrasing in my own words), how I deal with my phone addiction by deleting social apps, and my favorite motivation trick: giving myself little treats for finishing tasks. I hit that 3AM progress update, drag myself to the exam with heavy eyelids, and then somehow finish the final in 1 hour and 10 minutes. Afterward, I talk about that weird post-grad feeling—like… what do I do now that this chapter is closed?