Gussie  Hansen

Gussie Hansen

1618393920

Federated Learning through Distance-Based Clustering

Have you ever imagined how your mobile keyboard predicts the next keyword strokes?
The working/prediction of words is given by an ML algorithm deployed on your mobile and is trained on your local data. As it’s training on your data, you might have a question now, isn’t my privacy lost?
The answer is no. These tech companies use Federated Learning to solve the privacy issues as no data is sent to the primary model. Instead, the ML model will be deployed on your device and trained on the data available, and the model parameters are returned instead of the data. Let’s dive into the working of it, and in this article, we propose a new methodology of clustering similar devices to increase the model’s performance.

List of contents:

  1. Introduction
  2. Federated Learning
  3. Our Framework
  4. Clustering
  5. Phases of Training
  6. Results & Comparision
  7. Conclusion

#tensorflow #ai #deep-learning #machine-learning #federated-learning

What is GEEK

Buddha Community

Federated Learning through Distance-Based Clustering
Gussie  Hansen

Gussie Hansen

1618393920

Federated Learning through Distance-Based Clustering

Have you ever imagined how your mobile keyboard predicts the next keyword strokes?
The working/prediction of words is given by an ML algorithm deployed on your mobile and is trained on your local data. As it’s training on your data, you might have a question now, isn’t my privacy lost?
The answer is no. These tech companies use Federated Learning to solve the privacy issues as no data is sent to the primary model. Instead, the ML model will be deployed on your device and trained on the data available, and the model parameters are returned instead of the data. Let’s dive into the working of it, and in this article, we propose a new methodology of clustering similar devices to increase the model’s performance.

List of contents:

  1. Introduction
  2. Federated Learning
  3. Our Framework
  4. Clustering
  5. Phases of Training
  6. Results & Comparision
  7. Conclusion

#tensorflow #ai #deep-learning #machine-learning #federated-learning

Swati patel

1625050825

What is Game Based Learning (GBL) - Benefit & Example of Game Base Learning

“Game Based Learning is the future of EdTech and eLearning. Explore its many benefits and examples to unlock its true potential and transform your learning best experience.”

https://www.communicationcrafts.com/benefit-example-of-game-base-learning-gbl/?cc=com&?utm_source=morioh&utm_medium=SBM&utm_campaign=Game-Based-Learning:-The-Future-of-EdTech-in-eLearning

##gbl ##game based learning ##learning ##edtech ##edtech learning ##learning experience

Kubernetes Cluster Federation With Admiralty

Kubernetes today is a hugely prevalent tool in 2021, and more organizations are increasingly running their applications on multiple clusters of Kubernetes. But these multiple cluster architectures often have a combination of multiple cloud providers, multiple data centers, multiple regions, and multiple zones where the applications are running. So, deploying your application or service on clusters with such diverse resources is a complicated endeavor. This challenge is what the process of a federation is intended to help overcome. The fundamental use case of a federation is to scale applications on multiple clusters with ease. The process negates the need to perform the deployment step more than once. Instead, you perform one deployment, and the application is deployed on multiple clusters as listed in the federation list.

What Is Kubernetes Cluster Federation?

Essentially, the Kubernetes cluster federation is a mechanism to provide one way or one practice to distribute applications and services to multiple clusters. One of the most important things to note is that federation is not about cluster management, federation is about application management.

Cluster federation is a way of federating your existing clusters as one single curated cluster. So, if you are leveraging Kubernetes clusters in different zones in different countries, you can treat all of them as a single cluster.

In cluster federation, we optimize a host cluster and multiple-member clusters. The host cluster comprises all the configurations which pass on all the member clusters. Member clusters are the clusters that share the workloads. It is possible to have a host cluster also share the workload and act as a member cluster, but organizations tend to keep the host clusters separate for simplicity. On the host cluster, it’s important to install the cluster registry and the federated API. Now with the cluster registry, the host will have all the information to connect to the member Clusters. And with the federated API, you require all the controllers running on our host clusters to make sure they reconcile the federated resources. In a nutshell, the host cluster will act as a control plane and propagate and push configuration to the member clusters.

#kubernetes #cluster #cluster management #federation #federation techniques #cluster communication

rick william

1626640558

MAGENTO 2 DISTANCE BASED SHIPPING

Do you want to add Distance based shipping in your website? Magneto 2 Distance Based Shipping Price extension is developing with Google Map API to calculate shipping distance from the store to the customer’s location. Store admin can set minimum and maximum kilometers or miles to set the shipping price of the product.

#magento 2 distance based shipping #magento 2 #distance based shipping #distance based shipping magento 2 #magento 2 extension

e-learning Web-Based Training Software - SISGAIN

SISGAIN is the best elearning software development service provider for your business in Texas, USA. We offer the most significant level of eLearning, content administration, and internet preparation. The e-learning web based software helps associations, all things considered, to pick, create and execute e-learning product development services to drive workers’ presentation and improve authoritative results through advanced instruction. Our corporate clients get easy to use and natural inward preparing and expert advancement of mobile applications for e-learning, external-facing e-learning web portals for partners learning entrances for accomplices and customers. For more information call us at +18444455767 or email us at hello@sisgain.com

#elearning software development #e-learning web based software #e-learning development company #learning development companies #e-learning product development #e-learning web portals