☁️ ☁️ Deep-learning-in-cloud☁️ ☁️
Ever had a laptop
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Also get to know where you can deploy your model to serve millions of people
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🆕 List of MLOps Platforms for complete Machine Learning LifeCycle♻️ -
Check out the free credits and Perks/offer section to get some free gpu hours
Deploy your model as a Web app
Have an idea and want to serve to world
| 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 |
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| 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
Working on Serious Enterprise Level projects that has potential to serve millions of people and make
| Project / Platform | Website | Pricing | Free Trial / Free Credits |
|---|---|---|---|
| Akira.ai | https://www.akira.ai/mlops-platform/ | pricing |
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| Algo | https://www.algomox.com/aiops | - | Free Edition Available |
| Algorithmia | https://algorithmia.com/ | pricing |
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| 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 |
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| DataRobot | https://www.datarobot.com/platform/mlops/ | - | $500 of free usage credits across products |
| Flyte | https://flyte.org/ | - | Open Source  Link |
| Google Cloud AI Platform | https://cloud.google.com/ai-platform/ | pricing |
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| Gradient from Paperspace | https://gradient.paperspace.com/ | pricing |
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| Grid.ai | https://grid.ai/ | pricing |
$25 free credits + special promo for researchers! |
| 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 Link |
| MLFlow | https://mlflow.org/ | - | Open Source |
| Neptune.ai | https://neptune.ai/ | pricing |
Freemium |
| Neu.ro | https://neu.ro/ | - | - |
| Seldon Core | https://seldon.io/tech/products/core/ | - | - |
| Valohai | https://valohai.com | pricing |
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Perks and offers
If you are a student or researcher you can get extra credts , contact the provider
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Examesh supports Public Research for free and gives special discount to long-term bookings.
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Paperspace provides $10 of free Gradient° credit fast.ai link
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Do you have a GPU lying around rent your machine to Earn money using Vast.ai*
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Test Drive Nvidia GPU link
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AWS Cloud Credits for Research -link
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Nvidia GPU Grant Program- link
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If you are a Startup then google has you covered wth Startup Program giving you credits from $1000 to $100000 - link
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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
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Google cloud Education Grant - link
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Github Education pack - along with many offers has upto $110 credits for AWS - link
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Watch out on fast.ai Forums to get coupon code for free credits
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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.
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Hostkey provides grants for research, startups and competition winners link
* Notes
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Google colab and Kaggle kernels have limited session time
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Most of the gpu providers run on top of AWS , GCP etc so may have more or less same pricing as the latter
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Information given above is best to my searching ability , you may recheck with the provider for pricing and other info
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