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Automated Machine Learning Pipeline with Mesos
Automated Machine Learning Pipeline with Mesos

Automated Machine Learning Pipeline with Mesos: Build an automated machine learning pipeline with Mesos

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Profile Icon Mr. Karl Whitford
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Course Nov 2017 1st Edition
Arrow left icon
Profile Icon Mr. Karl Whitford
Arrow right icon
Course Nov 2017 1st Edition

Key benefits

  • Launch a webserver with Go and Docker
  • Gain exposure to an automated machine learning pipeline
  • Validate your learning with assessments and quizzes

Description

Mesos, with its semi-centralized infrastructure, sustains the skeleton of Silicon Valley’s Netflix (Fezo), Airbnb (Airflow), Heroku, and Apple to name a few, and has established itself as a staple in any automated machine learning pipeline and distributed heterogeneous data pruning. In this course, we will learn the foundation of Mesos within the automated pipeline on fault-tolerant cluster semaphores. We will set up a virtual cluster running Marathon and Zookeeper and a concurrent Docker application. We will establish a master-slave infrastructure, experience real-time debugging, and learn how to automate cluster arbitration via Soliton automata. We will then see an iterative queue manager for indexed tasks dispatched concurrently inside a poset topology.

Who is this book for?

This course is targeted at data science professionals looking to get started with Mesos to integrated it in their machine learning pipeline.

What you will learn

  • Set up Mesos with Vagrant in CentOS 7
  • Understand job scheduling and reconciliation
  • Learn about multi-tenancy
  • Build real-time dashboards with Node,js and React.js using Webpack
  • Understand concurrent data pruning
  • Extract components using React.js

Product Details

Country selected
Publication date, Length, Edition, Language, ISBN-13
Publication date : Nov 30, 2017
Edition : 1st
Language : English
ISBN-13 : 9781788478496
Vendor :
Apache
Category :
Languages :
Tools :

Product Details

Publication date : Nov 30, 2017
Edition : 1st
Language : English
ISBN-13 : 9781788478496
Vendor :
Apache
Category :
Languages :
Tools :

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Table of Contents

9 Chapters
Learning from Trees (Benchmarking) Chevron down icon Chevron up icon
Actor Programming Model Chevron down icon Chevron up icon
Mesos Containerized Deployment with Calico Chevron down icon Chevron up icon
Bayesian Networks and the Mantis Chevron down icon Chevron up icon
Vertex State Machines in Bulk Synchrony Chevron down icon Chevron up icon
Replicated Logs and Greedy Frameworks Chevron down icon Chevron up icon
Concatenating Jenkins Utilities Chevron down icon Chevron up icon
Beyond the Servlet: Webpack Bundles Chevron down icon Chevron up icon
Cost-Based Resource Allocator Chevron down icon Chevron up icon
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