Deep learning in cloud
1.0.0
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
| Cloud vendor | Website | Pricing | Free Trial / Free Credits |
|---|---|---|---|
| Google Colaboratory ❤️ | 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://alibabacloud.com | Pay as you go | $300 credits |
| AWS Sagemaker | https://aws.amazon.com/sagemaker/ | pricing ?️ | Free plans |
| Azure | https://azure.microsoft.com/en-in/services/machine-learning-studio/ | pricing ?️ | $200 credits |
| Cirrascale | http://www.cirrascale.com | pricing ?️ | - |
| Cloudalize | https://www.cloudalize.com | pricing ?️ | - |
| DataCrunch | https://datacrunch.io | V100 at $0.69/h | - |
| Dataiku | https://www.dataiku.com | - | Free Plans |
| Dataoorts | https://dataoorts.com/ | pricing ?️ Starting at $0.55/hr for 1x A100, $0.69/hr for 1x H100 and $0.88 for 1x GH200 | - |
| Deepnote | https://www.deepnote.com/ | Currently in Beta | - |
| Exoscale | https://www.exoscale.com/gpu/ | pricing ?️ | - |
| 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 ?️ | $300 credits |
| GPUeater | https://gpueater.com | pricing ?️ | - |
| GPULab | https://gpulab.io | pricing ?️ | - |
| Hostkey | https://hostkey.com/dedicated-servers/gpu/ | GPU from 90 euros/month | Free trials available |
| IBM Cloud | https://www.ibm.com/cloud/gpu | Pay as you go | $200 credits |
| Jarvis Labs | https://jarvislabs.ai/ | RTX 5000 at $0.49/hr | - ) |
| Lambda | https://lambdalabs.com/service/gpu-cloud | Starting at $0.60/hr for a 1x A10 and $1.10/hr for a 1x A100 | - |
| Leadergpu | https://www.leadergpu.com | pricing ?️ | - |
| Nimblebox | https://nimblebox.ai | pricing ?️ | Free $10 worth of cloud credits |
| Nvidia cloud | Nvidia Cloud GPU | - | - |
| One Stop System | https://www.onestopsystems.com | - | - |
| Paperspace | https://www.paperspace.com | pricing ?️ | Referal Program Available |
| puzl.ee | https://puzl.ee/gpu-cloud | Rent a fraction of A100 for 0.40EUR/h | Free cloud Kubernetes API, up to 10 GPUs per pod |
| PureGPU | https://puregpu.com | USA 4090 and ADA Cards starting at 0.55USD/h | Discounts for researchers and students |
| Q Blocks | https://qblocks.cloud/ | $20 package ~ 100 GPU hours | Free 20 Compute Hours for Early access |
| Rapid Switch | https://www.rapidswitch.com | pricing ?️ | - |
| RunPod | https://www.runpod.io/gpu-instance | pricing ?️ | - |
| TensorDock | https://tensordock.com | pricing ?️ pricing ?️ | Discounts to FOOS, students and researchers |
| Vast.ai | https://vast.ai | pricing ?️ | - |
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 |
|---|---|---|---|
| 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 ?️ | - |
| Streamlit For Teams | https://www.streamlit.io/ | pricing ?️ | Currently in Beta ( Streamlit Cloud Tool ) |
| Zeit | https://zeit.co | pricing ?️ | Free plan available |
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 |
|---|---|---|---|
| Akira.ai | https://www.akira.ai/mlops-platform/ | pricing ?️ | - |
| Algo | https://www.algomox.com/what-is-aiops | - | Free Edition Available |
| Algorithmia | https://algorithmia.com/ | pricing ?️ | - |
| 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 ?️ | - |
| 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 ?️ | - |
| Gradient from Paperspace | https://gradient.paperspace.com/ | pricing ?️ | - |
| Grid.ai | https://grid.ai/ | pricing ?️ | $25 free credits + special promo for researchers! |
| Hopsworks | https://hopsworks.ai | pricing ?️ | Free plan available |
| 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 |
| Neu.ro | https://neu.ro/ | - | - |
| Seldon Core | https://seldon.io/tech/products/core/ | - | - |
| Valohai | https://valohai.com | pricing ?️ | - |
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
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
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
Made with ❤️ for awesome AI community
