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ECS

Deploy Long-Running ETL Pipelines to ECS with Fargate

To keep things simple and costs to a minimumETL Pipeline | Image by authorETL stands for Extract, Transform, and Load. An ETL pipeline is essentially just a data transformation process — extracting data from one place, doing something with it, and then loading it back to the same or a different place.If you are working with natural language processing via APIs, which I’m guessing most will start doing, you can easily hit the timeout threshold of AWS Lambda when processing your data, especially if at least one function…

Exploring Unity DOTS and ECS: Is it a Game Changer?

Too Long; Didn't ReadThis article delves into Unity's Data-Oriented Technology Stack (DOTS) and Entity Component System (ECS), which optimize game development through simple, intuitive architecture. These technologies, along with additional Unity packages, enable high-performance, efficient game creation. The advantages of these systems are demonstrated through a Conway's Game of Life algorithm example. Too Long; Didn't ReadThis article delves into Unity's Data-Oriented Technology Stack (DOTS) and Entity Component…

How to Properly Deploy ML Models as Flask APIs on Amazon ECS | by Nikola Kuzmic | Mar, 2023

Deploy XGBoost models on Amazon ECS to recommend perfect puppiesPhoto by Carissa Weiser on UnsplashWith the wild success of ChatGPT it is becoming apparent just how much AI technology will impact our lives. However, unless those amazing ML models are made available for everyone to use and deployed properly to address high user demand, they will fail to create any positive impact on the world. Hence, why it is so important to be able to not only develop AI solutions, but also know how to deploy them properly. Not to…

Simple way to Deploy ML Models as Flask APIs on Amazon ECS | by Nikola Kuzmic | Mar, 2023

Deploy Flask APIs on Amazon ECS in 4 minutesPhoto by Arjan van den Berg on UnsplashIn this post we’ll cover how to deploy a linear regression XGBoost model which predicts a developer’s salary based on their years of experience.👉 Game PlanTrain an XGBoost modelBuild a simple Flask API to serve model predictionsBuild a Docker Image for the Flask APIDeploy the Docker Container on Amazon ECSEntire Source Code Github Repo: link🧑‍💻flask-on-ecs - repo structure.├── Dockerfile├── README.md├── myapp.py├── requirements.txt└──…

Infosys ng-voice: Infosys joins hands with ng-voice to provide cloud offerings in Europe

The Bengaluru-based firm will provide systems integration services for ng-voice through a global delivery model facilitating telecom operators with digital capabilities to deploy fully containerized and cloud-native network solutions across Europe, according to an exchange filing.As part of the agreement, Infosys will provide a set of cross-industry services, solutions, and platforms that will enable enterprises and communication service providers to drive business agility and growth via agile, flexible, and…

Prefect + AWS ECS Fargate + GitHub Actions Make Serverless Dataflows As Easy as .py | by Anna Geller | Sep, 2022

Prefect is a global coordination plane for any data stack. It allows you to design, build, schedule, and monitor your dataflows, covering the full spectrum from observability to orchestration. Here is an example of a simple Prefect flow:With a single CLI command, you can build a scheduled deployment that can run on any infrastructure — a local process, a Docker container, a Kubernetes job, or a serverless task on ECS Fargate. In this post, we’ll focus on the latter. But before we can deploy flows, we need an agent that…