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I do have a DB on my machine to track my data, but it's for my experiments only. No public data. Embedded systems: stack an arduino to a celery workers and send the output to the web with flask | No attached data sources. Interfaces: developp a REST API with python and run it on a simple webserver. Note that I do have a DB on my machine for my experiments only. No public data. Hacking with python and stackoverflow | Using data from Freely available datasources. When I started this project I really didn't want to use any data, but as my project evolved I needed to add datasources to my study. As a result I worked with some data I had on my computer, but mostly I used public data for testing. I also use stackoverflow to help me solve problems I encounter while developping. I don't have my own DB for this data. Everything on a Raspberry pi: data, ssh, cluster, databases | With some datasources I use, but as you can see I mainly use data that is available on the internet. I also use data that is produced by my own computers. I didn't want to make my experiment public though, I don't want people to try my project while it's running on their raspberry pi (and if it gets hacked there is no way I could fix it). Consumer: myadventures | Using data from No attached data sources. Conferences: I take lots of notes at conferences and I write them down as soon as I have time, so as to keep them for when I have time to study my notes. Improving my personal projects: all the datasources I use is public data. I use data from online services, data I've produced, the data I use on my own computers, datasources from colleagues, and datasources that are related to my research. Error-logs, meetings, and telephone calls: Everything that comes in between some actual datasource and you. Final words As you can see I use a lot of data, and I'm not the only one. This is what makes this approach so interesting, people are already building and using this kind of apps. There are many other projects with similar ideas than what I've shown you, but they are all on github. The most famous one is probably toolbox. Did you enjoy this post? Follow me

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