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A introduction to 0xData H2O, what is it and how does it work ? What can it do ?
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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
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
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
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
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
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
H2O – Architecture www.semtech-solutions.co.nz info@semtech-solutions.co.nz
H2O – Architecture 2 www.semtech-solutions.co.nz info@semtech-solutions.co.nz
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
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