After having merged and roughly cleaned my reference data, I was eager to start annotating.
After I had narrowed down the topic of my first machine learning project to building a movie recommendation algorithm, I quickly found some movie data from the IMDB database that I could use. That way, I could basically skip the whole step of learning how to use an API properly and get the data myself (haha! I thought. Read on).