Affordable Deep Learning on the Cloud The Perks of Being a (KTH) - - PowerPoint PPT Presentation

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Affordable Deep Learning on the Cloud The Perks of Being a (KTH) - - PowerPoint PPT Presentation

Dec 23, 2022 582 likes •746 views

Affordable Deep Learning on the Cloud The Perks of Being a (KTH) Student Sina Sheikholeslami Distributed Computing Group KTH Royal Institute of Technology November 8, 2019 KTH ID2223 Scalable ML & DL sinash@kth.se This session is about

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Affordable Deep Learning

  • n the Cloud

The Perks of Being a (KTH) Student

Sina Sheikholeslami Distributed Computing Group KTH Royal Institute of Technology

sinash@kth.se November 8, 2019 KTH ID2223 Scalable ML & DL

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This session is about how to get your hands on GPUs, without spending money.

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Environments & Platforms

  • Hopsworks
  • Databricks Community Cloud
  • Google Colaboratory
  • Google Cloud Platform (GCP)
  • Amazon Web Services (AWS)
  • Microsoft Azure
  • FloydHub

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Hopsworks

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Now… We Move to Hopsworks Slides!

sinash@kth.se November 8, 2019 - KTH ID2223 Scalable ML & DL

(Still shot from Rango (2011))

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Useful Links Related to Hopsworks

  • Hopsworks Python Helper Library: http://hops-py.logicalclocks.com/
  • Hopsworks Example Notebooks: https://github.com/logicalclocks/hops-examples/
  • Hopsworks Documentation: https://hopsworks.readthedocs.io/
  • Logical Clocks Whitepapers: https://www.logicalclocks.com/whitepapers
  • Logical Clocks’ Blog: https://www.logicalclocks.com/blog
  • Logical Clocks’ YouTube Channel - Lots of Content: https://bit.ly/2NqtM0H
  • Hopsworks Google Group: https://groups.google.com/forum/#!forum/hopshadoop
  • Hopsworks Gitter: https://gitter.im/hopshadoop/hopsworks

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As a KTH Student ...

  • You can use hops.site for free for quite some time
  • Use your KTH email to register an account
  • Logical Clocks Cluster is free to use for KTH students for study

purposes, so please use it wisely

  • The Huawei Hackathon hosted by Logical Clocks starts today, so please

don’t use hops.site today and during the weekend

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Databricks Community Cloud

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It’s Free, So ...

  • Single cluster limited to 6GB and no worker nodes (and no GPU)
  • Basic notebook without collaboration
  • Limited to 3 max users
  • You can share your notebooks for public use (hence “community”)
  • Lots of example notebooks and tutorials
  • Register here: https://databricks.com/try-databricks

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But!

You can use your free AWS or Azure credits to run Databricks on AWS or Azure Databricks

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Databricks Community Cloud Demo

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Other Free Options

  • Google Colaboratory

○ Tesla K80 GPU and Google TPU ○ Check here: https://colab.research.google.com/

  • FloydHub: Free Beginner Plan

○ Limited Access to Tesla K80 and Tesla V100 for public projects ○ Check here: https://www.floydhub.com/pricing

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You Get Free Credits for Signing Up On ...

  • Google Cloud Platform Free Tier: $300 Credits for 12 Months

○ And some other always-free options ○ Start here: https://cloud.google.com/free/

  • Microsoft Azure: $200 Credits + 12 Months

○ And some other always-free options ○ Start here: https://azure.microsoft.com/en-us/free/

  • Amazon AWS: 12 Months of Free Tier

○ Start here: https://aws.amazon.com/free/

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To Conclude: As a KTH Student, you can do a lot of hands-on Deep Learning for free!

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Thank you and Happy Coding!

(and Happy Friday)

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