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Jenkins on EC2: Automating Deployment with Terraform
Jenkins is a popular open-source automation server that can be used to implement continuous integration and continuous delivery pipelines for software projects. It allows you to build, test, and deploy...
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Boost Machine Learning Model Training Performance on Hybrid Cloud Platforms
Machine Learning models often require a lot of computing resources and time to train, especially when dealing with large and complex datasets. This can be challenging and costly for many organizations...
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Serverless vs Containerized Deployments: Which One is Better for Real-Time ML...
Machine learning (ML) models are becoming more and more popular. However, deploying ML models to production is not a trivial task. It requires careful consideration of the trade-offs between...
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Automate Hyperparameter Tuning and Experiment Tracking for Cloud-Based Training
If you are a machine learning practitioner, you probably know how tedious and time-consuming it can be to find the optimal set of hyperparameters for your model.Hyperparameters are the configuration...
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Test and Benchmark Distributed Training on GPU Clusters with PyTorch and...
Distributed training is a technique that allows you to train deep learning models on multiple GPUs or machines in parallel. This can speed up the training process, reduce the memory usage, and enable...
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Secure and Monitor Cloud-Based ML Infrastructure and Endpoints with...
Machine learning poses significant challenges for security and governance, especially when deployed in the cloud. Cloud-based ML infrastructure and endpoints are exposed to various threats, such as...
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Install and Setup MiniCube on Ubuntu
Kubernetes is an in-demand skill. Learning it can help you land a lucrative job offer.For developers or students who are just starting to learn Kubernetes and explore its features, the challenge is...
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How to Submit a Pull Request on GitHub
So you want to contribute to Open Source and you've located a task or issue to work on.That's good. The recommended workflow is to create a fork of the existing repository, make your changes and send a...
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ASSH: An Advance Way to Interact with SSH
ASSH or Advanced SSH Config is a wrapper for SSH that allows dynamic and advanced management of SSH configurations.Standard SSH configurations can quickly become complex and difficult to manage,...
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Efficient Block Device Management with LVM
LVM or Logical Volume Management is a solution for easy management of block devices within the GNU/Linux environment via virtual blocks. Disk management in Linux environments using LVM provides a...
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Ansible Copy Module [Explained With Examples]
The Ansible copy module is used in various real-world scenarios where you need to copy files or templates from the Ansible host machine to a set of remote servers. Here are some common use cases.Static...
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Git Hook Management with Pre-commit
Working with Git is not entirely trivial. Even simple things like undoing a step go far beyond a simple undo shortcut but as soon as an entire team works in a repository, the sources of problems grow...
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Vagrant Triggers: Automating Virtual Machine Lifecycle Events
Vagrant is a simple and efficient way to create, configure and manage virtual machines for development and testing. However, even with Vagrant's simplicity, there are often repetitive tasks and...
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Understanding Kubernetes Node Affinity With Example
What is node affinity?In the simplest of terms, Node Affinity gives you control over where your pods are scheduled. It matches pods to specific nodes or groups of nodes based on specific criteria. This...
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Running Tasks on Different Remote Systems Using delegate_to in Ansible
By default, Ansible runs tasks on the remote systems that you specify in your inventory. The delegate_to overrides this behavior, instructing Ansible to execute a particular task on a specific host or...
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