An introduction to 0xData H2O

A introduction to 0xData H2O, what is it and how does it work ? What can it do ?

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1. 0xdata H2O • What is H2O ? • What can it do ? • Sparkling Water • Deep Learning • Languages • Architecture • Books www.semtech-solutions.co.nz info@semtech-solutions.co.nz
2. H2O – What is it ? • An open source machine learning system • Integrates with Apache Spark • Offers a web based user interface called Flow • Fast, distributed architecture and scalable • Multiple languages supported • Multiple storage solutions • See 0xdata.com/product/ www.semtech-solutions.co.nz info@semtech-solutions.co.nz
3. H2O – What can it do ? • Extends Spark with Sparkling water • Analytics via web UI Flow • Data visualisation • Integrates with Hadoop and Spark • Extensive Machine Learning functionality • Brings deep learning to Apache Spark www.semtech-solutions.co.nz info@semtech-solutions.co.nz
4. H2O – Sparkling Water ? • H2O + Spark = Sparkling Water • Create an H2O cluster • Brings neural based deep learning to Spark • Call the Flow web UI from Spark • Easily scalable parallel processing • Multiple machine learning functions available • Automated machine learning www.semtech-solutions.co.nz info@semtech-solutions.co.nz
5. H2O – Deep Learning ? • Deep Learning – What is it ? – Neural nets with deeper structures – Multiple learning functions – Automated learning • What does H2O bring to Spark ? – Extends functionality – Brings neural networks to Spark – Allows neural based classification – Many new algorithms www.semtech-solutions.co.nz info@semtech-solutions.co.nz
6. H2O – Languages • H2O offers support for the following languages – Scala – Python – R – Java – JSON • Has a REST API • Supports various storage solutions – AWS S3, HDFS – SQL, NoSQL www.semtech-solutions.co.nz info@semtech-solutions.co.nz
7. H2O – Architecture www.semtech-solutions.co.nz info@semtech-solutions.co.nz
8. H2O – Architecture 2 www.semtech-solutions.co.nz info@semtech-solutions.co.nz
9. Available Books • See our Hadoop book from Apress / Springer – “Big Data Made Easy” • Look out for our Apache Spark based book – from Packt in 2015 www.semtech-solutions.co.nz info@semtech-solutions.co.nz
10. Contact Us • Feel free to contact us at – www.semtech-solutions.co.nz – info@semtech-solutions.co.nz • We offer IT project consultancy • We are happy to hear about your problems • You can just pay for those hours that you need • To solve your problems