Introduction III - NeuroDataScience
Contents
Introduction III - NeuroDataScience¶
Topics 💡👨🏻🏫¶
In the following you’ll find the objectives and materials for each of the topics we’ll discuss during this session.
Replicability crisis, open science & pre-registration¶
Yes, you already heard a lot of the current state of the academic system & science, specifically the problems. TL;DR: it’s all bad. However, there are a few aspects we still need to discuss in more detail.
This session we’ll focus on the replicability/reproducibility crisis and potential (partial) solutions to it. This will entail outlining various causes of the replicability/reproducibility crisis and how, for example, pre-registration can be utilized to address parts of it.
Objectives¶
learn about different aspects replication crisis
get to know proposed solutions
situate open science within this discussion
Ask and answer questions
Have a great time
Project & data management¶
As said many times: research is hard and super complex. However, it’s worse without clear outlines, documentation and standardization. What are important steps of the research process & how should they be documented? At what point do I need think about incorporating open & reproducible science? Are there tools & resources I can use? All these and more questions will be addressed in this session.
Objectives📍¶
learn about aspects of project & data management
get to know respective tools & resources
Ask and answer questions
Have a great time
Version control¶
We all know the situation: we work on things over and over again, changing many things back and forth… in the end we have file called like “final_version_latest_update_3 (10).py” and have basically no chance on finding out what happened along the way when and why.
Objectives📍¶
Materials📓¶
A brief 101 to connect the dots¶
We discussed quite a bit of Neuro-Data-Science tools and resources that can help us to make research more open & reproducible, throughout all stages of a project. However, there’s a steep learning curve if you curve without learning and given that all/most of this will be completely new to you, we’ll go through the basics of certain tools/resources and their connection/integration in a step-by-step manner. More precisely, we’ll start the project & data management for your research projects.
Objectives📍¶
connect resources/tools we have explored
start project work based on open & reproducible science
DMPs
Ask and answer questions
Have a great time
optional/reading/further materials¶
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