cloud

Author: jiaxianhua

_posts/2019-05-19-cloud.md

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+---
+layout: post
+title: "云端深度学习"
+author: iosdevlog
+date: 2019-05-13 21:18:56 +0800
+description: "iOSDevLog"
+category: DL
+tags: [cloud, AI, DL]
+---
+
+有没有觉得一台笔记本电脑不够强大，无法运行你的模型？忘记它吧，来使用 **云 GPU** 来更快更、更便宜地训练你的模型！
+
+* 你还可以了解在哪里可以 [**部署**](https://github.com/zszazi/Deep-learning-in-cloud/blob/master/README.md#deploy-your-model-as-a-web-app) 你为数百万人服务的模型
+
+* 查看 **免费积分** 和 [**优惠**](https://github.com/zszazi/Deep-learning-in-cloud/blob/master/README.md#perks-and-offers) 部分获得一些免费的 gpu 小时
+
+最后更新时间：2019 年 4 月 20 日
+
+|# | 云供应商   |      网站      |  价格 | 免费试用 / 免费积分 |
+| ---|----------|---------| -------- | ----------|
+|1 | Google Colaboratory❤️ | https://colab.research.google.com | 免费 | 永久免费* |
+|2 | Kaggle Kernels |   https://www.kaggle.com |  免费 | 永久免费* |
+|3| Tensorpad | https://www.tensorpad.com |  1080ti at $0.49/hour | 5 free GPU hours |
+|4| FloydHub | https://www.floydhub.com | https://www.floydhub.com/pricing | free 2 GPU powerups in 14 days [trial plan](https://docs.floydhub.com/faqs/plans/#what-is-in-the-trial-plan) |
+|5| Onepanel | https://www.onepanel.io | https://www.onepanel.io/pricing | - |
+|6| Nimblebox | https://nimblebox.ai | https://nimblebox.ai/plans | free $5 worth of cloud credits|
+|7| paperspace | https://www.paperspace.com | https://www.paperspace.com/pricing | $10 credits |
+|8| Overture |https://www.overture.ai | - | free credits on signup|
+|9| Dataiku | https://www.dataiku.com | - | [Free Plans](https://www.dataiku.com/dss/trynow/free-edition) |
+|10| Cloudalize | https://www.cloudalize.com | https://www.cloudalize.com/pricing/ | - |
+|11|Deepcognition| https://deepcognition.ai | https://deepcognition.ai/products | Desktop version [free](https://deepcognition.ai/products/desktop/) to use |
+|12| GPUeater | https://gpueater.com | https://gpueater.com/#pricing | - |
+|13| Vast.ai| https://vast.ai | https://vast.ai/console/create/ | -|
+|14| Clusterone | https://clusterone.com | https://clusterone.com/pricing | $25 Sign up credit |
+|15| Snark | https://snark.ai | https://scale.snark.ai/pricing | - |
+|16| Crestle |https://crestle.ai | https://crestle.ai/#pricing| 1 hour of free GPU usage on sign up [fast.ai](https://course.fast.ai/start_crestle.html#pricing) |
+|17| Vector Dash(gaming) | https://vectordash.com |-| free 7 day plan|
+|18| Spell | https://spell.run/developers| https://spell.run/pricing | $10 GPU credit on signup |
+|19|Rapid Switch|https://www.rapidswitch.com|[pricing](https://www.rapidswitch.com/dedicated-servers/low-price-guarantee/)|-|
+|20| Salamander|https://salamander.ai|https://salamander.ai|-|
+|21| Leadergpu | https://www.leadergpu.com | https://www.leadergpu.com | - |
+|22| vscaler | https://www.vscaler.com |[on request](https://www.vscaler.com/private-cloud-appliance/)| -|
+|23| AWS Sagemaker |https://aws.amazon.com/sagemaker/ |[pricing](https://aws.amazon.com/sagemaker/pricing/)| [Free plans](https://aws.amazon.com/free/) |
+|24| Exoscale |https://www.exoscale.com/gpu/|[pricing](https://www.exoscale.com/pricing/#/gpu/small) |-|
+|25|Cirrascale|http://www.cirrascale.com| [Work station](http://www.cirrascale.com/pricing_waas.php)|-|
+|26| Alibaba cloud |https://alibabacloud.com|[pay as you go](https://www.alibabacloud.com/product/gpu/pricing)| $300 [credits](https://www.alibabacloud.com/campaign/free-trial)
+|27|IBM Cloud|https://www.ibm.com/cloud/gpu|[pay as you go](https://www.alibabacloud.com/product/gpu/pricing)|$200 [credits](https://console.bluemix.net/registration/free)|
+|28|Google Cloud Platform|https://cloud.google.com/gpu/|https://cloud.google.com/pricing/|$300 [credits](https://cloud.google.com/free/)|
+|29| Valohai|https://valohai.com| https://valohai.com/pricing/ | free trial avaliable|
+|30| Nvidia cloud|https://www.nvidia.com/en-us/data-center/gpu-cloud-computing/|-|-|
+|31|One stop System|https://www.onestopsystems.com|-|-|
+|32| Azure|https://azure.microsoft.com/en-in/services/machine-learning-studio/|[pricing](https://azure.microsoft.com/en-in/pricing/)| $200 [credits](https://azure.microsoft.com/en-us/free/)
+|33| Omnisci | https://www.omnisci.com | https://www.omnisci.com/cloud | 14 day free trial|
+|34| Rendsolve | https://rendsolve.com | https://rendsolve.com/pricing | - |
+|35| Golem | https://golem.network | - |- |
+
+# 将模型部署为 Web 应用
+
+有一个想法, 并希望服务于世界 🌎, 创建一个 Webapp, 并将其部署为 flask , Django 等
+
+|# | 供应商   |      网站      |  价格 | 免费试用 / 免费积分 |
+| ---|----------|---------| -------- | ----------|
+| 1  | Render  | https://render.com  |  https://render.com/pricing |-|
+|  2 |  Heroku |  https://www.heroku.com |  https://www.heroku.com/pricing | [Free plan](https://www.heroku.com/free) (model<500MB)|
+|  3 | Digtal 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)|
+| 4 | Glitch | https://glitch.com |-|-|
+| 5 | Zeit | https://zeit.co | https://zeit.co/pricing | Free plan available|
+
+# 优惠
+
+如果你是学生或研究人员, 你可以获得额外的积分, 请联系提供商
+
+* Paperspace 提供 10 美元的免费 Gradient° 积分 [fast.ai 链接](https://course.fast.ai/start_gradient.html#promotional-credit)
+* 你是否有一个 GPU 躺在你的机器使用 [Vast.ai](https://vast.ai/console/host/setup/) 租来赚钱？
+* 试驾 Nvidia GPU [链接](https://www.nvidia.com/en-us/data-center/tesla/gpu-test-drive/)
+* Google Cloud Research 计划 - 提供 **$5000+ 积分** [链接](https://lp.google-mkto.com/gcp-research-credits-FAQ.html)
+* 用于研究的 AWS 云积分 -  [链接](https://aws.amazon.com/research-credits/)
+* Nvidia GPU Grant 计划 -  [链接](https://developer.nvidia.com/academic_gpu_seeding)
+
+* **如果您是初创公司**，那么谷歌已经为您提供了启动计划，为您提供 **1000-100000**  美元的积分 -  [链接](https://cloud.google.com/developers/startups/)
+* Google 向研究人员提供 **1000 TPU 的集群** 总的来说，这个集群总共提供超过 **180 petaflops 的初始计算能力** [techcrunch 链接](https://techcrunch.com/2017/05/17/the-tensorflow-research-cloud-program-gives-the-latest-cloud-tpus-to-scientists/) -  [应用程序链接](https://www.tensorflow.org/tfrc/)
+* Google 云教育资助 -  [链接](https://cloud.google.com/edu/)
+* Github 教育包 - 以及许多优惠，最高可获得 110 美元的 AWS 积分 -  [链接](https://education.github.com/pack)
+* 注意 [fast.ai 论坛](https://forums.fast.ai) 获取免费积分的优惠券代码
+* Valohai 为学生和研究人员提供 [研究员许可证](https://valohai.com/research-license/)
+* 想要使用 **超级计算机** 但还没有，去 Golem  -  [Golem](https://golem.network) 是一个 *分散的计算能力市场*。它能够在 P2P 使用 CPU 和 GPU ，使应用程序所有者和个人用户能够从其他用户机器中租用资源，因此 turbo 会为您的下一次模型培训收费。
+
+## 备注
+
+* Google colab 和 Kaggle 内核的会话时间有限
+* 大多数 gpu 提供程序运行在 AWS，GCP 等之上，因此可能与后者具有或多或少相同的定价
+* 上面给出的信息最适合我的搜索能力，您可以与提供商重新检查定价和其他信息
+* [许可证](https://github.com/zszazi/Deep-learning-in-cloud/blob/master/LICENSE)
+
+------------------------------------------
+作者：_zszazi_
+原文：[https://github.com/virgili0/Virgilio/blob/master/zh-CN/Topics/Deep%20learning%20in%20cloud/README.md](https://github.com/virgili0/Virgilio/blob/master/zh-CN/Topics/Deep%20learning%20in%20cloud/README.md)