In this chapter, we have seen how effectively we can use and combine the LDA algorithm and NLP libraries, such as Stanford NLP, for finding useful patterns from large-scale text. We have seen a comparative analysis between TM algorithms and the scalability power of LDA.
Note
Finally, for a real-life example and use case, interested readers can refer to the blog article at https://blog.codecentric.de/en/2017/01/topic-modeling-codecentric-blog-articles/.
Netflix is an American entertainment company founded by Reed Hastings and Marc Randolph on August 29, 1997, in Scotts Valley, California. It specializes in, providing, streaming media and video-on-demand, online and DVD by mail. In 2013, Netflix expanded into film and television production, as well as online distribution. Netflix uses a model-based collaborative filtering approach for real-time movie recommendations for its subscribers.
In the next chapter, we will see two end-to-end projects: an item-based collaborative filtering for...