Giter Club home page Giter Club logo

aws_cerebellum's Introduction

Analyzing the ABCD dataset using AWS

These scripts were used to perform cerebellar segmentation using MAGeTBrain (https://github.com/CoBrALab/MAGeTbrain) within the Adolescent Brain and Cognitive Development Study (ABCD) dataset (https://abcdstudy.org/). A detailed guideline for each step in the process can be found in "Workflow.sh". The basic steps are outlined below.

Downloading S3 data from the NDA

Create a data package on the NDA website. Launch an EC2 instance and install the nda-tools package to the instance. Install Docker and MAGeTDocker to the instance. Convert the raw data to .mnc before saving it to an S3. The EC2 must be launched with an IAM that allows write access to S3.

Process the data through MINC bpipe

Group your data into groups of 10 (not necessary, but handy for running through Batch). Create a launch template that allows for extra EBS storage. Create a customized Docker container that combines MAGeTDocker with a fetch and run script (https://aws.amazon.com/blogs/compute/creating-a-simple-fetch-and-run-aws-batch-job/). Create a Batch compute environment, job queue, and job definition. Run the batches in your groups of 10. After it's completed, visually QC the data and move unusable images to a separate directory.

Process the data through MAGeT

aws_cerebellum's People

Contributors

hddsilva avatar

Watchers

 avatar

Forkers

chao-jiang

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.