☁️☁️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
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Also get to know where you can deploy your model to serve millions of people
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:new: List of MLOps Platforms for complete Machine Learning LifeCycle :recycle:
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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 🌎 , 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
Perks and offers
If you are a student or researcher you can get extra credts , contact the provider
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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 Academic Hardware 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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Made with ❤️ for awesome AI community