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Data Science Tutorial - Project Structure

  Рет қаралды 29,924

Dave Ebbelaar

Dave Ebbelaar

2 жыл бұрын

If you're a data professional with 1+ years experience and consider freelancing, then check out: www.datalumina...
In this video, I will show you how I structure my data science projects to keep things organized and easy to find later.
Install
- pip install cookiecutter
Cookiecutter Data Science
- drivendata.git...
Microsoft - Team Data Science Process
- docs.microsoft...
- github.com/Azu...
Let's Connect
- Instagram | / daveebbelaar
- LinkedIn | / daveebbelaar
- Twitter | / daveebbelaar

Пікірлер: 32
@daveebbelaar
@daveebbelaar Жыл бұрын
Want to see how I use this structure for a machine learning project? Watch this: kzfaq.info/get/bejne/mal_gayV17OWhn0.html
@paulntalo1425
@paulntalo1425 3 ай бұрын
Am loving this journey. It's extensive and necessary to build a monetized data sciences career
@GuanglinDu
@GuanglinDu Ай бұрын
Thanks for your sharing and your insightful videos, dear Dave. A good project template is of great help for my research work.
@IanDangerfield
@IanDangerfield Жыл бұрын
I'm bingeing all your videos man, good concise content.
@daveebbelaar
@daveebbelaar Жыл бұрын
Thanks man! Appreciate the kind words 🙏🏻
@ComedyChannel27
@ComedyChannel27 Жыл бұрын
These are the types of videos we need!! Great freaking job man!!
@kussalaksanautama1370
@kussalaksanautama1370 4 ай бұрын
Thanks mate! This is i've been looking for
@luciansala6822
@luciansala6822 Жыл бұрын
Great presentation! I was looking for something like this.
@daveebbelaar
@daveebbelaar Жыл бұрын
Thanks Lucian!
@Mrroy08657
@Mrroy08657 11 ай бұрын
Bro plz Suggest - End to End Data CLEANING & DASHBOARD Presentation Projects ( with a Real World Businesses Problems ) End to End SQL Projects ( with a Real World Businesses Problems ) And also suggest few Data Science Projects ( to become a Junior Data Scientist ).
@brunocesarpasquini
@brunocesarpasquini Жыл бұрын
Dave, a very important question... I really liked this video, congrats on it, but... How do you "harmonize" this use of cookiecutter you showcase in here with the managing of virtual environments? Do you create this cookiecutter structure and than create a Python virtual environment "over" the very same top folder of your "cookiecutted" folder structure? Do you prefer doing the opposite? Or the folders are completely independent between these organizing tools? How do you suggest us conciliating these two structuring practices in our daily basis DS practice? Is there a preferred order to using these? Thanks in advance!
@N2tha8
@N2tha8 4 ай бұрын
@brunocesarpasquini and @daveebbelaar This is a really good question and kind of the main reason I, personally, watched the video. The vid is super helpful and very informative but I am curious about proper techniques for managing venvs. This coming from somebody who is only in my first months of learning Python, so I want to establish good habits :)
@victorkingoshimua6623
@victorkingoshimua6623 2 жыл бұрын
Great content dave definitely following this
@magokeanu
@magokeanu Жыл бұрын
Dave I just saw some of your python-vsCode related videos and you're amazing, thanks for sharing these things!! Hi from Chile xd
@daveebbelaar
@daveebbelaar Жыл бұрын
Thanks!! 🙏🏻
@rohitkumarroy7871
@rohitkumarroy7871 4 ай бұрын
Thanks a lot.
@rohithkyla7595
@rohithkyla7595 Жыл бұрын
Amazing videos :) Keep it up!
@MrJonhSmithTheFirst
@MrJonhSmithTheFirst Жыл бұрын
Thanks a bunch !
@scootersin
@scootersin Жыл бұрын
Im having trouble locating the folder i followed your steps exactly... is it set to desktop by default?
@farazmoradi6246
@farazmoradi6246 Жыл бұрын
Do you have an example of a classification task with tensorflow in cookiecutter format?
@alexandertsikhun7733
@alexandertsikhun7733 Жыл бұрын
hey! great video Could you make video with small ML project witch will include this project structure? It will very helpful!!!
@daveebbelaar
@daveebbelaar Жыл бұрын
Hi Alexander, thanks for your comment! I am planning to release a video series where I cover an ML project from start to finish. Also using this structure. So stay tuned!
@robinchriqui2407
@robinchriqui2407 Жыл бұрын
Hi Dave thank you, does this structure is good for comouter vision project as well?
@daveebbelaar
@daveebbelaar Жыл бұрын
Yes, it will work for that as well.
@alexandertsikhun7733
@alexandertsikhun7733 Жыл бұрын
My another comment) for increase statistic of video - can you make video where will show code structure (functions, classes) becouse I can write only raw code (and all in one file - it will be better to learn to write code in different files and with a good structure
@daveebbelaar
@daveebbelaar Жыл бұрын
If you haven't already, you can check out this video: kzfaq.info/get/bejne/b65zhZN5xr_Vcmg.html
@alexandertsikhun7733
@alexandertsikhun7733 Жыл бұрын
@@daveebbelaar , ok thanks I will watch! (you uploaded this video in my b day))
@brunopiato
@brunopiato Жыл бұрын
I see you use MacOS Finder to browse through your folders, but how do you split view different folders side-by-side like at 4min25seg (kzfaq.info/get/bejne/g8d5maeB2rnQp2w.html) ??? Do you know any Ubuntu app that does something like that? Do anyone else know something about it?
@daveebbelaar
@daveebbelaar Жыл бұрын
That's a default option in macOS. It's called "column view". Not sure about Ubuntu.
@mosherchtman
@mosherchtman Жыл бұрын
I'm learning a lot on this channel, thanks for sharing. 7:43 One step was missing -how do you import the folder into VS CODE and turn it into a work environment = simple explanation here ( kzfaq.info/get/bejne/sNucerCKzJbaZok.html)
@mugomuiruri2313
@mugomuiruri2313 6 ай бұрын
fideo is good
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