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Object Detection Training using mask-R-cnn on AWS p3dn instances

Introduction This document tags on to a blog post titled, “Tutorial: Getting started with a ML training model using AWS & PyTorch” a tutorial that helps researchers to prepare a training model to run on the AWS cloud using NVIDIA GPU capable instances (including g4, p3, and p3dn instances).  The guide, which is intended for anyone from beginners just starting out, to skilled practitioners,  focuses on deciding the rightRead more

Training a BERT Fine Tuning Model using PyTorch on multiple AWS p3 Instances

Introduction This document tags on to a blog post titled, “Tutorial: Getting started with a ML training model using AWS & PyTorch”, a tutorial that helps researchers to prepare a training model to run on the AWS cloud using NVIDIA GPU capable instances (including g4, p3, and p3dn instances).  The guide, which is intended for anyone from beginners just starting out, to skilled practitioners,  focuses on deciding the rightRead more

Training a BERT Fine Tuning Model using PyTorch on a single AWS p3 Instance

Introduction This document tags on to a blog post titled, “Tutorial: Getting started with a ML training model using AWS & PyTorch” a tutorial that helps researchers to prepare a training model to run on the AWS cloud using NVIDIA GPU capable instances (including g4, p3, and p3dn instances).  The guide, which is intended for anyone from beginners just starting out, to skilled practitioners,  focuses on deciding the rightRead more

Training a ResNet-50 ImageNet Model using PyTorch on multiple AWS g4 or p3 Instances

Introduction This document tags on to a blog post titled, “Tutorial: Getting started with a ML training model using AWS & PyTorch”, a tutorial that helps researchers to prepare a training model to run on the AWS cloud using NVIDIA GPU capable instances (including g4, p3, and p3dn instances).  The guide, which is intended for anyone from beginners just starting out, to skilled practitioners,  focuses on deciding the rightRead more

Training a ResNet-50 ImageNet Model using PyTorch on a Single AWS g4 or p3 Instance

Introduction This document tags on to a blog post titled, “Tutorial: Getting started with a ML training model using AWS & PyTorch”, a tutorial that helps researchers to prepare a training model to run on the AWS cloud using NVIDIA GPU capable instances (including g4, p3, and p3dn instances).  The guide, which is intended for anyone from beginners just starting out, to skilled practitioners,  focuses on deciding the rightRead more

Going Native on AWS: 3 Cloud Management Tools You Need

Going Native on AWS: 3 Cloud Management Tools You Need by Kartik Nighojkar, Technical Contributor     The ability to manage your cloud resources in a straight forward, fast manner is invaluable to running an effective infrastructure. In both cloud and hybrid infrastructures, management tools allow organizations to cut costs, increase efficiency, and prevent unwanted downtime. Multiple software solutions exist to aid in resource management, from both third-party sources as wellRead more

Six Nines: AWS re:Invent Recap

Six Nines: AWS re:Invent Recap   Wow, what an incredible week in Las Vegas. If you were there, I’m sure you are as exhausted as my team. re:Invent weeks always serve as a reminder of just how fast AWS and the cloud industry is moving. It felt like a new, relevant announcement was made on an hourly basis. Now that we are all settled back into our daily work schedules,Read more

Automating your Image Pipeline: from Development to Staging to Production

Automating your Image Pipeline: from Development to Staging to Production by Nitheesh Poojary, Six Nines IT, Cloud Architect In this solution guide, we will discuss the use of Mutable Infrastructures vs Immutable Infrastructures. We will also show you how to implement an image pipeline for an Immutable Infrastructure and provide an example of what tools are needed. This is a detailed, step by step, guide on how to buildRead more

What are your Spot Instance options on AWS, Azure, and Google?

What are your Spot Instance options on AWS, Azure, and Google? by Nitheesh Poojary, Six Nines IT, Cloud Architect The usage of Spot Instances can play a key role in reducing your cloud costs. AWS, Google, and Azure all provide the option to use Spot Instances. For example, Spot Instances are very useful in both batch processing and high-performance clusters, as well as web server fleets with variable workloads.Read more

AWS Security Best Practices: User Management using IAM and Automate using Chef

AWS Security Best Practices: User Management using IAM and Automate using Chef by Nitheesh Poojary, Six Nines IT, Cloud Architect 1. Introduction This white paper gives insights into the best practices for managing users on the AWS cloud. First, I will cover how efficiently we can manage users in AWS using IAM services and AWS CloudTrail. Next, how we can use Chef to automate the users and SSH keyRead more

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