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Automated Machine Learning Pipeline with Mesos [Integrated Course]

Packt Publishing

Summary

Price
£123.58 inc VAT
Or £41.19/mo. for 3 months...
Study method
Online
Duration
3 hours · Self-paced
Qualification
No formal qualification

Overview

Video 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.

Description

Key Features

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

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

Who is this course for?

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

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Legal information

This course is advertised on reed.co.uk by the Course Provider, whose terms and conditions apply. Purchases are made directly from the Course Provider, and as such, content and materials are supplied by the Course Provider directly. Reed is acting as agent and not reseller in relation to this course. Reed's only responsibility is to facilitate your payment for the course. It is your responsibility to review and agree to the Course Provider's terms and conditions and satisfy yourself as to the suitability of the course you intend to purchase. Reed will not have any responsibility for the content of the course and/or associated materials.

FAQs

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