Real-time, Streaming Advanced Analytics,...

Agenda Intro Live, Interactive Recommendations Demo Spark ML, GraphX, Streaming, Kafka, Cassandra, Docker Types of Similarity Euclidean vs. Non-Euclidean Similarity User-to-User Similarity Content-based, Item-to-Item Similarity (Amazon) Collaborative-based, User-to-Item Similarity (Netflix) Graph-based, Item-to-Item Similarity Pathway (Spotify) Similarity Approximations at Scale Twitter Algebird MinHash and Bucketing Locality Sensitive Hashing (LSH) BONUS: Netflix Recommendation Algorithms: From Ratings to Real-Time DVD-Ratings-based $1M Netflix Prize (2009) Streaming-based "Trending Now" (2016) Wrap Up Q & A