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deep-learning-in-cloud's Introduction

☁️☁️Deep-learning-in-cloud☁️☁️

Ever had a laptop 💻 which is not powerful enough to run your models , forget about it and use Cloud GPUs ☁️ to train your model faster and cheaper cuz its raining 💦 Cloud GPUs

  • Also get to know where you can deploy your model to serve millions of people

  • Check out the free credits and Perks/offer section to get some free gpu hours

Last updated : 17 October 2020

# Cloud vendor Website Pricing Free Trial / Free Credits
1 Google Colaboratory❤️ https://colab.research.google.com FREE FREE FOREVER*
2 Kaggle Kernels https://www.kaggle.com FREE FREE FOREVER*
3 Tensorpad https://www.tensorpad.com 1080ti at $0.49/hour 5 free GPU hours
4 FloydHub https://www.floydhub.com https://www.floydhub.com/pricing free 2 GPU powerups in 14 days trial plan
5 Onepanel https://www.onepanel.io https://www.onepanel.io/pricing -
6 Nimblebox https://nimblebox.ai https://nimblebox.ai/plans free $5 worth of cloud credits
7 paperspace https://www.paperspace.com https://www.paperspace.com/pricing $10 credits
8 Overture https://www.overture.ai - free credits on signup
9 Dataiku https://www.dataiku.com - Free Plans
10 Cloudalize https://www.cloudalize.com https://www.cloudalize.com/pricing/ -
11 Deepcognition https://deepcognition.ai https://deepcognition.ai/products Desktop version free to use
12 GPUeater https://gpueater.com https://gpueater.com/#pricing -
13 Vast.ai https://vast.ai https://vast.ai/console/create/ -
14 Clusterone https://clusterone.com https://clusterone.com/pricing $25 Sign up credit
15 Snark https://snark.ai https://scale.snark.ai/pricing -
16 Crestle https://crestle.ai https://crestle.ai/#pricing 1 hour of free GPU usage on sign up fast.ai
17 Vector Dash(gaming) https://vectordash.com - free 7 day plan
18 Spell https://spell.run/developers https://spell.run/pricing $10 GPU credit on signup
19 Rapid Switch https://www.rapidswitch.com pricing -
20 Salamander https://salamander.ai https://salamander.ai -
21 Leadergpu https://www.leadergpu.com https://www.leadergpu.com -
22 vscaler https://www.vscaler.com on request -
23 AWS Sagemaker https://aws.amazon.com/sagemaker/ pricing Free plans
24 Exoscale https://www.exoscale.com/gpu/ pricing -
25 Cirrascale http://www.cirrascale.com Work station -
26 Alibaba cloud https://alibabacloud.com pay as you go $300 credits
27 IBM Cloud https://www.ibm.com/cloud/gpu pay as you go $200 credits
28 Google Cloud Platform https://cloud.google.com/gpu/ https://cloud.google.com/pricing/ $300 credits
29 Valohai https://valohai.com https://valohai.com/pricing/ free trial avaliable
30 Nvidia cloud https://www.nvidia.com/en-us/data-center/gpu-cloud-computing/ - -
31 One stop System https://www.onestopsystems.com - -
32 Azure https://azure.microsoft.com/en-in/services/machine-learning-studio/ pricing $200 credits
33 Omnisci https://www.omnisci.com https://www.omnisci.com/cloud 14 day free trial
34 Rendsolve https://rendsolve.com https://rendsolve.com/pricing -
35 Golem https://golem.network - -
36 Deepnote https://www.deepnote.com/ Currently in Beta -
37 Genesis Cloud https://www.genesiscloud.com/ 1080Ti at $0.30/hour 166 free GPU hours
38 Q Blocks https://www.qblocks.cloud/ $20 package ~ 100 GPU Hours Free 20 Compute Hours for Early access
39 Neuro Ai https://www.neuro-ai.co.uk/ £2.50/h (only pay for training/inference time) £100 credits
40 Hostkey https://www.hostkey.com/ GPU from 90 euros /month free trials available
41 puzl.ee https://puzl.ee/gpu-cloud 2080Ti at 0.29 EUR/hour Free cloud Kubernetes API, up to 10 GPUs per pod

Deploy your model as a Web app

Have an idea and want to serve to world 🌎 , create a Webapp and deploy it as a flask , Django etc

# Vendor Website Pricing Free Trial / Free Credits
1 Render https://render.com https://render.com/pricing -
2 Heroku https://www.heroku.com https://www.heroku.com/pricing Free plan (model<500MB)
3 Digtal Ocean https://www.digitalocean.com pay as you go free $100 credits with github student pack
4 Glitch https://glitch.com - -
5 Zeit https://zeit.co https://zeit.co/pricing Free plan available
6 Panini https://panini.ai https://panini.ai/#price currently in beta free trial

Perks and offers

If you are a student or researcher you can get extra credts , contact the provider

  • Paperspace provides $10 of free Gradient° credit fast.ai link
  • Do you have a GPU lying around rent your machine to Earn money using Vast.ai*
  • Test Drive Nvidia GPU link
  • Google Cloud Research program - gives $5000+ credits link
  • AWS Cloud Credits for Research -link
  • Nvidia GPU Grant Program- link
  • If you are a Startup then google has you covered wth Startup Program giving you credits from $1000 to $100000 - link
  • Google giving cluster of 1000 TPUs to researcher In total, this cluster delivers a total of more than 180 petaflops of raw compute power! techcrunch link - application link
  • Google cloud Education Grant - link
  • Github Education pack - along with many offers has upto $110 credits for AWS - link
  • Watch out on fast.ai Forums to get coupon code for free credits
  • Valohai gives you an researcher license for students and researchers
  • Want to use a Super Computer but don't have one, go for Golem - Golem is a decentralized marketplace for computing power. It enables CPUs and GPUs to connect in a peer-to-peer network, enabling both application owners and individual users to rent resources from other users machines, so turbo charge your next model training.
  • Hostkey provides grants for research, startups and competition winners link

* Notes

  • Google colab and Kaggle kernels have limited session time

  • Most of the gpu providers run on top of AWS , GCP etc so may have more or less same pricing as the latter

  • Information given above is best to my searching ability , you may recheck with the provider for pricing and other info

  • license

  • Check out my other repo where I put together Awesome google colab notebook - link

    Made with ❤️ for awesome AI community

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