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☁️☁️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

  • 🆕 List of MLOps Platforms for complete Machine Learning LifeCycle ♻️

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

Cloud vendor Website Pricing Free Trial / Free Credits
Google Colaboratory ❤️ https://colab.research.google.com FREE FREE FOREVER*
Kaggle Kernels https://www.kaggle.com FREE FREE FOREVER*
Ace Cloud acecloudhosting.com pay as you go [$300 credits] (https://www.acecloudhosting.com/public-cloud/gpu/)
Activeloop https://www.activeloop.ai - -
Alibaba cloud https://alibabacloud.com Pay as you go $300 credits
AWS Sagemaker https://aws.amazon.com/sagemaker/ pricing 🏷️ Free plans
Azure https://azure.microsoft.com/en-in/services/machine-learning-studio/ pricing 🏷️ $200 credits
Cirrascale http://www.cirrascale.com pricing 🏷️ -
Cloudalize https://www.cloudalize.com pricing 🏷️ -
DataCrunch https://datacrunch.io V100 at $0.69/h -
Dataiku https://www.dataiku.com - Free Plans
Dataoorts https://dataoorts.com/ pricing 🏷️ Starting at $0.55/hr for 1x A100, $0.69/hr for 1x H100 and $0.88 for 1x GH200 -
Deepnote https://www.deepnote.com/ Currently in Beta -
Exoscale https://www.exoscale.com/gpu/ pricing 🏷️ -
Genesis Cloud https://www.genesiscloud.com/ 1080Ti at $0.30/hour 166 free GPU hours
Golem https://golem.network - -
Google Cloud Platform https://cloud.google.com/gpu/ pricing 🏷️ $300 credits
GPUeater https://gpueater.com pricing 🏷️ -
GPULab https://gpulab.io pricing 🏷️ -
Hostkey https://hostkey.com/dedicated-servers/gpu/ GPU from 90 euros/month Free trials available
IBM Cloud https://www.ibm.com/cloud/gpu Pay as you go $200 credits
Jarvis Labs https://jarvislabs.ai/ RTX 5000 at $0.49/hr - )
Lambda https://lambdalabs.com/service/gpu-cloud Starting at $0.60/hr for a 1x A10 and $1.10/hr for a 1x A100 -
Leadergpu https://www.leadergpu.com pricing 🏷️ -
Nimblebox https://nimblebox.ai pricing 🏷️ Free $10 worth of cloud credits
Nvidia cloud Nvidia Cloud GPU - -
One Stop System https://www.onestopsystems.com - -
Paperspace https://www.paperspace.com pricing 🏷️ Referal Program Available
puzl.ee https://puzl.ee/gpu-cloud Rent a fraction of A100 for 0.40EUR/h Free cloud Kubernetes API, up to 10 GPUs per pod
PureGPU https://puregpu.com USA 4090 and ADA Cards starting at 0.55USD/h Discounts for researchers and students
Q Blocks https://qblocks.cloud/ $20 package ~ 100 GPU hours Free 20 Compute Hours for Early access
Rapid Switch https://www.rapidswitch.com pricing 🏷️ -
RunPod https://www.runpod.io/gpu-instance pricing 🏷️ -
TensorDock https://tensordock.com pricing 🏷️ pricing 🏷️ Discounts to FOOS, students and researchers
Vast.ai https://vast.ai pricing 🏷️ -

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
Deta https://www.deta.sh/ pricing 🏷️ Free plan available
Digital Ocean https://www.digitalocean.com Pay as you go Free $100 credits with github student pack
Glitch https://glitch.com - -
Heroku https://www.heroku.com pricing 🏷️ Free plan (model<500MB)
PythonAnywhere https://www.pythonanywhere.com/ pricing 🏷️ Free Beginner Account Available
Render https://render.com pricing 🏷️ -
Streamlit For Teams https://www.streamlit.io/ pricing 🏷️ Currently in Beta ( Streamlit Cloud Tool )
Zeit https://zeit.co pricing 🏷️ Free plan available

MLOps Platforms

A Beautiful marriage 💍 between Machine Learning and DevOps ( A Match Made in Heaven )

Working on Serious Enterprise Level projects that has potential to serve millions of people and make 💰 , leave it to the power ⚡ of DevOps to manage your Machine Learning LifeCycle

Project / Platform Website Pricing Free Trial / Free Credits
Akira.ai https://www.akira.ai/mlops-platform/ pricing 🏷️ -
Algo https://www.algomox.com/what-is-aiops - Free Edition Available
Algorithmia https://algorithmia.com/ pricing 🏷️ -
Amazon Sagemaker https://aws.amazon.com/sagemaker/ pricing 🏷️ Available for free as part of AWS Free Tier
Arize AI https://arize.com/ pricing 🏷️ Free tier available
Arrikto https://arrikto.com/ - -
ClearML https://clear.ml pricing 🏷️ Free plan available
Cnvrg https://cnvrg.io/platform/mlops/ pricing 🏷️ -
DataRobot https://www.datarobot.com/platform/mlops/ - $500 of free usage credits across products
Flyte https://flyte.org/ - Open Source :octocat: Link
Google Cloud AI Platform https://cloud.google.com/ai-platform/ pricing 🏷️ -
Gradient from Paperspace https://gradient.paperspace.com/ pricing 🏷️ -
Grid.ai https://grid.ai/ pricing 🏷️ $25 free credits + special promo for researchers!
Hopsworks https://hopsworks.ai pricing 🏷️ Free plan available
HPE - Ezmeral Solution from HP -
HPE - GreenLake Solution from HP -
Iguazio https://iguazio.com/mlops/ - 14 Day Free Trial
KubeFlow ( for k8s ) https://www.kubeflow.org/ - Open Source :octocat: Link
MLFlow https://mlflow.org/ - Open Source :octocat:
Neu.ro https://neu.ro/ - -
Seldon Core https://seldon.io/tech/products/core/ - -
Valohai https://valohai.com pricing 🏷️ -

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

  • 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

  • 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

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