Big Data & Machine Learning Cloud OnBoard 1 2 1 In terms of software, organizing the world’s information 3 has meant that Google needed to invent data processing methods 2 5 3 6 5 7 Flume 6 8 MapReduce Dremel Millwheel TensorFlow 7 9 8 10 9 GFS Megastore TPU 11 Pub/Sub 10 Bigtable Colossus 12 Spanner 11 F1 13 12 14 13 15 14 16 2002 2004 2006 2008 2010 2012 2014 2016 2018 15 1716 http://research.google.com/pubs/papers.html 17 18 Big Data & Machine Learning Cloud OnBoard 1 2 1 Google Cloud opens up that innovation and infrastructure to you 3 2 5 3 6 5 7 6 Dataflow 8 7 Dataproc BigQuery Dataflow ML Engine Auto ML 9 8 10 9 11 Cloud Storage Datastore 10 Bigtable Cloud Storage 12 Pub/Sub Cloud Spanner 11 13 12 14 13 15 14 16 2002 2004 2006 2008 2010 2012 2014 2016 2018 15 1716 17 18 5