Google Developer Expert(GDE) On Cloud
Márton is a Google Developer Expert(GDE) On Cloud, top user on Stackoverflow with 175k reputation, software developer, international speaker & passionate about mountain hiking.
Active contributor for open-source solutions like Beanstalkd console, and Riak admin interface. Expert in Cloud Technologies, Scalability, HA, Serverless, database systems like Google BigQuery, Redis, MySQL, Elasticsearch. Mentor and consultant for startups.
Supercharge your Data Analytics with BigQuery ML
One of the hottest topics in database land these days is BigQuery ML. A new way to use machine learning on top of tabular data straight on your tables without leaving the query editor.
With BigQuery ML, you can build machine learning models without leaving the database environment and training it on massive datasets.
In this demo session, we are going to demonstrate common marketing Machine Learning use cases how to build, train, eval and predict, your own scalable machine learning models using SQL language.
The audience will get first hand experience how to write CREATE MODEL sql syntax to build machine learning models such as:
– Multiclass logistic regression for classification
– K-means clustering
– Matrix factorization
– ARIMA time series predictions
– Import TensorFlow models for prediction in BigQuery
Models are trained and accessed in BigQuery using SQL — a language data analysts know. This enables business decision making through predictive analytics across the organization without leaving the query editor.