Deep-learning-in-cloud
# ☁️☁️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**](https://github.com/zszazi/Deep-learning-in-cloud/blob/master/README.md#deploy-your-model-as-a-web-app) your model to serve millions of people * :new: List of [**MLOps Platforms**](https://github.com/zszazi/Deep-learning-in-cloud/blob/master/README.md#mlops-platforms) for complete Machine Learning LifeCycle :recycle: * Check out the **free credits** and [**Perks/offer**](https://github.com/zszazi/Deep-learning-in-cloud/blob/master/README.md#perks-and-offers) 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](https://www.acecloudhosting.com/) | [pay as you go](https://www.acecloudhosting.com/public-cloud/pricing/) | [$300 credits] (https://www.acecloudhosting.com/public-cloud/gpu/) | | Activeloop | https://www.activeloop.ai | - | - | | Alibaba cloud | https://www.alibabacloud.com/ | [Pay as you go](https://www.alibabacloud.com/product/gpu/pricing) | $300 [credits](https://www.alibabacloud.com/campaign/free-trial) | | AWS Sagemaker | https://aws.amazon.com/sagemaker/ | [pricing :label: ](https://aws.amazon.com/sagemaker/pricing/) | [Free plans](https://aws.amazon.com/free/) | | Azure | https://azure.microsoft.com/en-in/products/machine-learning/ | [pricing :label: ](https://azure.microsoft.com/en-in/pricing/) | $200 [credits](https://azure.microsoft.com/en-us/pricing/purchase-options/azure-account?icid=azurefreeaccount) | | Cirrascale | https://www.cirrascale.com | [pricing :label:](https://www.cirrascale.com/) | - | | Cloudalize | https://www.cloudalize.com | [pricing :label: ](https://www.cloudalize.com/) | - | | DataCrunch | https://verda.com/ | V100 at $0.69/h | - | | Dataiku | https://www.dataiku.com | - | [Free Plans](https://www.dataiku.com/product/get-started/) | | [Dataoorts](https://dataoorts.com/) | 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](https://dataoorts.com/pricing/) | - | | Deepnote | https://deepnote.com/ | Currently in Beta | - | | Deploybase | https://deploybase.ai/ | [pricing](https://deploybase.ai/) | - | | Exoscale | https://www.exoscale.com/gpu/ | [pricing :label: ](https://www.exoscale.com/pricing/#/gpu/small) | - | | 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 :label: ](https://cloud.google.com/pricing/) | $300 [credits](https://cloud.google.com/free/) | | GPUeater | https://gpueater.com | [pricing :label: ](https://gpueater.com/#pricing) | - | | GPULab | https://gpulab.io | [pricing :label: ](https://gpulab.io/pricing/) | - | | Hostkey | https://hostkey.com/gpu-dedicated-servers/ | GPU from 90 euros/month | Free trials available | | IBM Cloud | https://www.ibm.com/products/gpu-ai-accelerator | [Pay as you go](https://www.ibm.com/cloud/gpu) | $200 [credits](https://cloud.ibm.com/registration) | | Jarvis Labs | https://jarvislabs.ai/ | RTX 5000 at $0.49/hr | - ) | [Lambda](https://lambda.ai/) | https://lambda.ai/cloud | [Starting at $0.60/hr for a 1x A10 and $1.10/hr for a 1x A100](https://lambda.ai/cloud) | - | | Leadergpu | https://www.leadergpu.com | [pricing :label: ](https://www.leadergpu.com) | - | | Nimblebox | https://nimblebox.ai | [pricing :label: ](https://nimblebox.ai) | Free $10 worth of cloud credits | | Nvidia cloud | [Nvidia Cloud GPU](https://www.nvidia.com/en-us/data-center/gpu-cloud-computing/) | - | - | | One Stop System | https://onestopsystems.com/ | - | - | | Paperspace | https://www.paperspace.com | [pricing :label: ](https://www.paperspace.com/pricing) | [Referal Program Available](https://www.paperspace.com/) | | 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 | | Rapid Switch | https://www.rapidswitch.com | [pricing :label: ](https://www.rapidswitch.com/dedicated-servers/low-price-guarantee/) | - | | 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](https://www.runpod.io/pricing) | [Research & startup credits programs available](https://www.runpod.io/) | | TensorDock | https://www.tensordock.com/ | [pricing :label: ](https://dashboard.tensordock.com/deploy) | Discounts to FOOS, students and researchers | | Vast.ai | https://vast.ai | [pricing :label: ](https://cloud.vast.ai/create/) | - | # 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](https://www.digitalocean.com/pricing) | Free $100 credits with [github student pack](https://education.github.com/pack)| | Glitch | https://glitch.com | - | - | | Heroku | https://www.heroku.com | [pricing :label: ](https://www.heroku.com/pricing) | [Free plan](https://www.heroku.com/pricing/) (model<500MB)| | PythonAnywhere | https://www.pythonanywhere.com/ | [pricing :label: ](https://www.pythonanywhere.com/pricing/) | Free Beginner Account Available | | Render | https://render.com | [pricing :label: ](https://render.com/pricing) | - | | Streamlit For Teams | https://streamlit.io/ | [pricing :label: ](https://streamlit.io/cloud) | Currently in Beta ( Streamlit Cloud Tool ) | | Vercel | https://vercel.com/ | [pricing :label: ](https://vercel.com/pricing) | 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/mlops-platform/ | [pricing :label: ](https://www.akira.ai/pricing/) | - | | Algo | https://www.algomox.com/what-is-aiops | - | Free Edition Available | | Algorithmia | https://www.datarobot.com/product/ai-platform/ | [pricing :label: ](https://www.datarobot.com/product/ai-platform/) | - | | Amazon Sagemaker | https://aws.amazon.com/sagemaker/ | [pricing :label: ](https://aws.amazon.com/sagemaker/pricing/) | Available for free as part of AWS Free Tier | | Arize AI | https://arize.com/ | [pricing :label: ](https://arize.com/pricing/) | Free tier available | | Arrikto | https://www.arrikto.com/ | - | - | | ClearML | https://clear.ml | [pricing :label: ](https://clear.ml/pricing) | Free plan available | | Cnvrg | https://www.intel.com/content/www/us/en/developer/tools/cnvrg/overview.html | [pricing :label: ](https://www.intel.com/content/www/us/en/developer/tools/cnvrg/overview.html) | - | | DataRobot | https://www.datarobot.com/product/ai-platform/ | - | $500 of free usage credits across products | | Fiddler AI | https://www.fiddler.ai/ | [pricing :label: ](https://fiddler.ai/) | [SageMaker ML Monitoring With Fiddler AI :label:](https://www.fiddler.ai/partners/amazon-sagemaker-ai) | Flyte | https://flyte.org/ | - | Open Source [:octocat: Link](https://github.com/flyteorg/flyte) | | Google Cloud AI Platform | https://cloud.google.com/vertex-ai | [pricing :label: ](https://cloud.google.com/vertex-ai) | - | | Gradient from Paperspace | https://www.paperspace.com/artificial-intelligence | [pricing :label: ](https://www.paperspace.com/pricing) | - | | Lightning AI (formerly Grid.ai) | https://lightning.ai/ | [pricing :label: ](https://lightning.ai/pricing) | $25 free credits + special promo for researchers! | | Hopsworks | https://www.hopsworks.ai/ | [pricing :label: ](https://www.hopsworks.ai/pricing) | Free plan available | | HPE - Ezmeral| Solution from [HP](https://www.hpe.com/us/en/private-cloud-ai.html) | - | | HPE - GreenLake | Solution from [HP](https://www.hpe.com/us/en/greenlake.html) | - | | Iguazio | https://www.iguazio.com/mlops/ | - | 14 Day Free Trial | | KubeFlow ( for k8s ) | https://www.kubeflow.org/ | - | Open Source [:octocat: Link](https://github.com/kubeflow/kubeflow) | | MLFlow | https://mlflow.org/ | - |Open Source :octocat: | | Neu.ro | https://www.apolo.us/ | - | - | | Seldon Core | https://www.seldon.io/solutions/core-plus/ | - | - | | Valohai | https://valohai.com | [pricing :label: ](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](https://course.fast.ai/Resources/kaggle.html) * Do you have a GPU lying around rent your machine to Earn money using [Vast.ai](https://cloud.vast.ai/)* * Test Drive Nvidia GPU [link](https://www.nvidia.com/en-us/data-center/) * AWS Cloud Credits for Research -[link](https://aws.amazon.com/government-education/research-and-technical-computing/cloud-credit-for-research/) * Nvidia Academic Hardware Grant Program- [link](https://www.nvidia.com/en-us/industries/higher-education-research/academic-grant-program/) * **If you are a Startup** then google has you covered wth Startup Program giving you credits from **$1000 to $100000** - [link](https://cloud.google.com/startup) * 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](https://techcrunch.com/2017/05/17/the-tensorflow-research-cloud-program-gives-the-latest-cloud-tpus-to-scientists/) - [application link](https://sites.research.google/trc/) * Google cloud Education Grant - [link](https://cloud.google.com/edu/) * Github Education pack - along with many offers has upto $110 credits for AWS - [link](https://education.github.com/pack) * Watch out on [fast.ai Forums](https://forums.fast.ai) to get coupon code for free credits * Want to use a **Super Computer** but don't have one, go for Golem - [Golem](https://golem.network) 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](http://landing.hostkey.com/grants?_ga=2.97657560.698124560.1601686650-92114674.1598899517) ## * 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](https://github.com/zszazi/Deep-learning-in-cloud/blob/master/LICENSE) <p align="center"> Made with ❤️ for awesome AI community </p>