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

Last updated : 11 July 2021

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

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
1	Akira.ai	https://www.akira.ai/mlops-platform/	pricing 🏷️	-
2	Algo	https://www.algomox.com/mlops/	-	Free Edition Available
3	Algorithmia	https://algorithmia.com/	pricing 🏷️	-
4	Allegro	https://www.allegro.ai/	pricing 🏷️ - for enterprise	Open Source & Enterprise Version
5	Amazon Sagemaker	https://aws.amazon.com/sagemaker/	pricing 🏷️	Available for free as part of AWS Free Tier
6	Arrikto	https://www.arrikto.com/	-	-
7	ClearML	https://clear.ml	pricing 🏷️	Free plan available
8	Cnvrg	https://cnvrg.io/platform/mlops/	pricing 🏷️	-
9	DataRobot	https://www.datarobot.com/platform/mlops/	-	$500 of free usage credits across products
10	Ezmeral from HP	Solution from HP	-
11	Flyte	https://flyte.org/	-	Open Source Link
12	Google Cloud AI Platform	https://cloud.google.com/ai-platform/	pricing 🏷️	-
13	Gradient from Paperspace	https://gradient.paperspace.com/	pricing 🏷️	Free GPUs by Gradient
14	Grid.ai	https://www.grid.ai/	pricing 🏷️	$25 free credits + special promo for researchers!
15	Iguazio	https://www.iguazio.com/mlops/	-	14 Day Free Trial
16	KubeFlow ( for k8s )	https://www.kubeflow.org/	-	Open Source Link
17	MLFlow	https://mlflow.org/	-	Open Source
18	MLOps.Cloud	https://www.mlops.cloud/	pricing 🏷️	-
19	MLReef	https://about.mlreef.com/	-	Open Source Link
20	Neptune.ai	https://neptune.ai/	pricing 🏷️	Freemium
21	Neu.ro	https://neu.ro/	-	-
22	Seldon Core	https://www.seldon.io/tech/products/core/	-	-

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

• 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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