☁️☁️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

• :new: List of MLOps Platforms for complete Machine Learning LifeCycle :recycle:

• 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 :heart:	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://www.alibabacloud.com/	Pay as you go	$300 credits
AWS Sagemaker	https://aws.amazon.com/sagemaker/	pricing :label:	Free plans
Azure	https://azure.microsoft.com/en-in/products/machine-learning/	pricing :label:	$200 credits
Cirrascale	https://www.cirrascale.com	pricing :label:	-
Cloudalize (now Radian Arc)	radianarc.com	-	-
CloudGPU	https://cloudgpu.app/?utm_source=github&utm_medium=referral&utm_campaign=202611_seg10_student&utm_content=gh_deep_learning_in_cloud	pricing :label: per-minute billing (rounded up, 1-minute minimum), live per-GPU prices for RTX 3090, RTX 4090, RTX 5090, RTX A6000, A100 and RTX PRO 6000; OpenAI-compatible model API	-
DataCrunch	https://verda.com/	V100 at $0.69/h	-
Dataiku	https://www.dataiku.com	-	Free Plans
Dataoorts	https://dataoorts.com/	pricing :label: Starting at $0.55/hr for 1x A100, $0.69/hr for 1x H100 and $0.88 for 1x GH200	-
Deepnote	https://deepnote.com/	Currently in Beta	-
Deploybase	https://deploybase.ai/	pricing	-
Exoscale	https://www.exoscale.com/gpu/	pricing :label:	-
Golem	https://golem.network	-	-
Google Cloud Platform	https://cloud.google.com/gpu/	pricing :label:	$300 credits
gpu.nz	https://gpu.nz	per-minute :label: RTX 3090 from ~$0.32/hr, RTX 4090 from ~$0.45/hr, H100 from ~$2.69/hr; paid in rubles via SBP or crypto; one-click ComfyUI, Jupyter, Ollama, vLLM templates	-
GPUeater	https://gpueater.com	pricing :label:	-
GPULab	https://gpulab.io	pricing :label:	-
GrabGPU	https://grabgpu.com	Free tracker :label: daily prices and reported stock for 71 GPU models across 22 clouds	Free, no sign-up
GridShare	https://gridshare.in	pricing :label: RTX 3060 from ₹12/hr, RTX 4090 ₹48/hr, RTX 5090 ₹51/hr, per-second INR billing	₹25 trial credit on email verification
Hinode	https://hinode.run	pricing :label: from $1.75/hr for 1x L4, $3.30/hr for 1x L40S and $8.05/hr for 1x RTX PRO 6000	-
Hostkey	https://hostkey.com/gpu-dedicated-servers/	GPU from 90 euros/month	Free trials available
Hundredth Run compute desk	https://hundredthrun-compute-desk.pages.dev	Free price table :label: on-demand list prices for H100, H200, B200, A100, MI300X and more across 25 clouds, each with source link and date, updated weekly, CC BY 4.0 data	Free, no sign-up
IBM Cloud	https://www.ibm.com/products/gpu-ai-accelerator	Pay as you go	$200 credits
Jarvis Labs	https://jarvislabs.ai/	RTX 5000 at $0.49/hr	- )
Lambda	https://lambda.ai/cloud	Starting at $0.60/hr for a 1x A10 and $1.10/hr for a 1x A100	-
Lantern Works	https://thelanternworks.com/?ref=deep-learning-in-cloud	Free comparison :label: tracks on-demand GPU cloud rental prices across multiple providers	Free, no sign-up
Leadergpu	https://www.leadergpu.com	pricing :label:	-
Lium	https://lium.io	pricing :label: per-second billing, live per-GPU prices for H100, H200, B200 and RTX 4090/5090	-
Lumino AI	https://www.luminoai.in	pricing :label: RTX 4090 from ~$1.10/hr, A100 80GB from ~$2.35/hr, per-second INR billing	-
Nimblebox	https://nimblebox.ai	pricing :label:	Free $10 worth of cloud credits
NoctHost	https://nocthost.com/gpu-vps	pricing :label: hourly billing, fractional NVIDIA A16 from $0.085/hr, A40 48 GB at $2.397/hr; pay by card or crypto	-
Nvidia cloud	Nvidia Cloud GPU	-	-
One Stop System	https://onestopsystems.com/	-	-
Paperspace	https://www.paperspace.com	pricing :label:	Referal Program Available
puzl.ee	https://puzl.cloud/gpu-cloud	Rent a fraction of A100 for 0.40EUR/h	Free cloud Kubernetes API, up to 10 GPUs per pod
QIT	https://qit.energy	pricing :label: L40s from $1.25/hr, H100 $3.08/hr, H200 $3.51/hr, B200 $4.68/hr; serverless + reserved; Model API	$1.56 free credits for new business-email accounts
Radeon Cloud	https://radeon.anruicloud.com/?utm_source=github&utm_medium=deep-learning-in-cloud&utm_campaign=awesome-dlcloud	Pay as you go	Free tier — ROCm GPU notebooks on AMD Radeon (Colab-style)
Rapid Switch	https://www.rapidswitch.com	pricing :label:	-
Runcrate	https://runcrate.ai/?utm_source=deep-learning-in-cloud&utm_medium=directory&utm_campaign=gpu_pricing	pricing :label: per-second billing, live per-GPU prices for H200, H100, A100, L40S and RTX 4090/5090; 1-8 GPUs per instance; CLI and MCP server	-
RunPod	https://www.runpod.io/	pricing :label: Starting at $1.99/hr for 1x H100, $0.34/hr for 1x 4090, $3.99/hr for 1x H200	Research & startup credits programs available
Symbioza	https://symbioza.dev	prepaid credit, from $10	-
TensorDock	https://www.tensordock.com/	pricing :label:	Discounts to FOOS, students and researchers
Vast.ai	https://vast.ai	pricing :label:	-
VoltageGPU	https://voltagegpu.com	pricing :label:	-

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
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 :label:	Free plan (model<500MB)
PythonAnywhere	https://www.pythonanywhere.com/	pricing :label:	Free Beginner Account Available
Render	https://render.com	pricing :label:	-
Streamlit For Teams	https://streamlit.io/	pricing :label:	Currently in Beta ( Streamlit Cloud Tool )
Vercel	https://vercel.com/	pricing :label:	Free plan available

MLOps Platforms

A Beautiful marriage :ring: 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 :moneybag: , leave it to the power :zap: of DevOps to manage your Machine Learning LifeCycle

Project / Platform	Website	Pricing	Free Trial / Free Credits
Akira.ai	https://www.akira.ai/	pricing :label:	-
Algo	https://www.algomox.com/	-	Free Edition Available
Algorithmia	https://www.datarobot.com/product/ai-platform/	pricing :label:	-
Amazon Sagemaker	https://aws.amazon.com/sagemaker/	pricing :label:	Available for free as part of AWS Free Tier
Arize AI	https://arize.com/	pricing :label:	Free tier available
Arrikto	https://www.arrikto.com/	-	-
ClearML	https://clear.ml	pricing :label:	Free plan available
Cnvrg	https://www.intel.com/content/www/us/en/developer/tools/cnvrg/overview.html	pricing :label:	-
DataRobot	https://www.datarobot.com/product/ai-platform/	-	$500 of free usage credits across products
Fiddler AI	https://www.fiddler.ai/	pricing :label:	SageMaker ML Monitoring With Fiddler AI :label:
Flyte	https://flyte.org/	-	Open Source :octocat: Link
Google Cloud AI Platform	https://cloud.google.com/vertex-ai	pricing :label:	-
Gradient from Paperspace	https://www.paperspace.com/artificial-intelligence	pricing :label:	-
Hopsworks	https://www.hopsworks.ai/	pricing :label:	Free plan available
HPE - Ezmeral	Solution from HP	-
HPE - GreenLake	Solution from HP	-
Iguazio	https://www.iguazio.com/mlops/	-	14 Day Free Trial
KubeFlow ( for k8s )	https://www.kubeflow.org/	-	Open Source :octocat: Link
Lightning AI (formerly Grid.ai)	https://lightning.ai/	pricing :label:	$25 free credits + special promo for researchers!
MLFlow	https://mlflow.org/	-	Open Source :octocat:
Neu.ro	https://www.apolo.us/	-	-
Seldon Core	https://seldon.io/	-	-
Valohai	https://valohai.com	pricing :label:	-

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

• Radeon Cloud gives free AMD ROCm GPU notebook hours on AMD Radeon hardware (Colab-style, with ready-to-run templates for fine-tuning and inference) 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 Academic Hardware 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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