Data Science and Engineering 3:

DSE 3: Data Operations and Application Engineering

This is an advanced course in data science and engineering. It follows the first two data science courses with a first training in devops, or how to manage and program servers and clients to make the results of machine learning available to apps and on the web. You will learn the ins and outs of servers and how to provision them on the cloud. You will learn to set up reproducible machine learning pipelines on these servers, and how to manage deep learning experiment runs. Finally you will learn how to make your models available on the web and on mobile: you will learn to create server APIs to make models available, and write client side code to consume these APIs. You will also learn how to implement inference directly on the client. You will conclude by writing a web or mobile app to test everything you have learned.

  • AI 1
  • DSE 1
  • AI 2
  • DSE 2
  • Server level linux literacy, ports, daemons, web servers
  • Provisioning servers on cloud systems such as AWS, Digital Ocean, GCP and Azure
  • Reproducible Machine Learning using docker
  • Managing and querying experiments, with data and algorithms version control
  • Server API creation for machine learning
  • Python based dashboard and app consumption of API
  • JS for machine learning and deep learning with observablehq
  • HTML, CSS and JS for API consumption
  • Deep learning apps on mobile and web

After you finish this module, you will have the dev-ops abilities to support your teams’ and your data science and deep learning pipelines. Furthermore you will have an intimate familiarity with the machines, operating systems, and technologies your models are deployed on, so as to be able to troubleshoot any problems that will arise (and they will!). Finally you will be able to create applications which depend on your machine and deep learning models, both on the client (web or mobile) and on the server.

Prerequisites

Topics

Learning Objectives

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Schedule

Students

Summer Cohort

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Conducted alongside elective

Winter Cohort

Intake 1:

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Conducted along with elective

Intake 2:

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Conducted along with elective

Working Professionals

Summer Cohort

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Conducted along with elective

Fall Cohort

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Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare, eros dolor interdum nulla, ut commodo diam libero vitae erat. Aenean faucibus nibh et justo cursus id rutrum lorem imperdiet. Nunc ut sem vitae risus tristique posuere.

Conducted along with elective

Winter Cohort

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare, eros dolor interdum nulla, ut commodo diam libero vitae erat. Aenean faucibus nibh et justo cursus id rutrum lorem imperdiet. Nunc ut sem vitae risus tristique posuere.

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Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare, eros dolor interdum nulla, ut commodo diam libero vitae erat. Aenean faucibus nibh et justo cursus id rutrum lorem imperdiet. Nunc ut sem vitae risus tristique posuere.

Conducted along with elective