My Development Workflow for Data & AI Projects

Want to get started with freelancing? Let me help: www.datalumina.com/data-freelancer
Need help with a project? Work with me: www.datalumina.com/consulting
🔗 Link to the document covered in this video
clickup.pxf.io/LXBWRY
⏱️ Timestamps
00:00 System Overview
08:26 Folder Templates
12:24 VS Code Setup
28:56 ClickUp Workflow
48:03 Documentation
53:38 New Project SOP
55:29 Action Items
👋🏻 About Me
Hey there! I'm Dave, an AI Engineer and the founder of Datalumina, where our mission is to facilitate entrepreneurial and technological proficiency in professionals and businesses. Through my videos here on this channel, my posts on LinkedIn, and courses on Skool, I share practical strategies and tools to navigate the complexities of data, artificial intelligence, and entrepreneurship.
🎓 My Courses
www.skool.com/data-alchemy
www.skool.com/data-freelancer
🔗 Let's Connect
www.linkedin.com/in/daveebbelaar/
daveebbelaar
📥 Datalumina's Newsletter
www.datalumina.com/newsletter
#data #ai #development #system
📌 Video Description
In this video, Dave shares a comprehensive look into the development system utilized at Datalumina for managing data and AI projects. As part of the Data Freelancer program, he dives deep into the methodologies and tools that have been refined over the years to enhance productivity and streamline project workflows. From the initial struggles of project management to the establishment of a robust development framework, Dave’s journey underscores the importance of a well-organized approach to handling multiple projects simultaneously.
Throughout the presentation, Dave elaborates on the core components of the development system, including folder templates, his VS Code setup for Python coding, and the use of ClickUp for project management workflows. Highlighting the significance of efficiency and simplicity, he walks viewers through the setup process, offering templates and insights into GitHub automation and the application of principles like sprints in project management. This detailed walkthrough is designed to equip data professionals with the tools and knowledge to implement a similar system, enhancing their capability to manage and deliver projects effectively.
Dave also addresses the critical aspects of documentation and version control, emphasizing their roles in maintaining clarity and continuity across projects. By showcasing the internal new project SOP (Standard Operating Procedure) and discussing strategies for effective documentation, he provides a blueprint for maintaining high standards of communication and project transparency.
The video concludes with actionable steps for viewers to develop and implement their own development system, encouraging them to customize the framework to fit their specific needs. Dave’s detailed explanation of the development system at Datalumina serves as a valuable resource for data freelancers looking to optimize their workflow, project management, and collaboration efforts.

Пікірлер: 27

  • @daveebbelaar
    @daveebbelaar4 ай бұрын

    📌 Hey everyone, this is a video from Data Freelancer, my program where I help data professionals to start freelancing. I hope you like it! Here's the link to the document: clickup.pxf.io/LXBWRY

  • @idotadmor2228

    @idotadmor2228

    3 ай бұрын

    I don't have a duplicate button :(

  • @eugenmalatov5470
    @eugenmalatov54704 ай бұрын

    This is just amazing. I like your calm way of presenting things, competent, very structured, and a good dose of humility and humour. You are really doing things in a best practice way! afai can see.

  • @daveebbelaar

    @daveebbelaar

    4 ай бұрын

    Wow, thank you! 🙏🏻

  • @PeterPan-hs5tu
    @PeterPan-hs5tu4 ай бұрын

    I am so putting this down and build it as part of my habit. thank you Dave, nice to see you again 🎉

  • @daveebbelaar

    @daveebbelaar

    4 ай бұрын

    Enjoy!

  • @limluly485
    @limluly4853 ай бұрын

    Thank you very much for the video! The entire information is clean is clarified!

  • @hgwvandam
    @hgwvandam3 ай бұрын

    I love the jupyter Execute selection by Shift Enter! (23:12)

  • @daveebbelaar

    @daveebbelaar

    3 ай бұрын

    That's a good one right

  • @shashipal3589
    @shashipal35894 ай бұрын

    Very useful. Thanks for making amazing videos

  • @shreyojitdas9333
    @shreyojitdas93332 ай бұрын

    Can you please teach how to connect machine learning model with a Reactjs app?.... Ur contents are so helpful

  • @ZachMatu
    @ZachMatu3 ай бұрын

    Long video but worth every minute. Thanks @DaveEbbelaar

  • @Alexander-je3qc
    @Alexander-je3qc4 ай бұрын

    You are a gem Dave! Great video, thanks for sharing.

  • @daveebbelaar

    @daveebbelaar

    4 ай бұрын

    Glad you enjoyed it!

  • @Louderthanthunderx1
    @Louderthanthunderx1Ай бұрын

    Thanks for sharing

  • @Buhassan5656
    @Buhassan56564 ай бұрын

    I was expecting to see the DVC extension to test and manage machine learning models among your extensions did you try it out?

  • @micbab-vg2mu
    @micbab-vg2mu4 ай бұрын

    Nice workflow:)

  • @matiasnaranjo4920
    @matiasnaranjo49204 ай бұрын

    I have a problem with Jupyter, it can't found path like before

  • @rickkenny5342
    @rickkenny53424 ай бұрын

    Thanks

  • @daveebbelaar

    @daveebbelaar

    4 ай бұрын

    Wow, thanks! 🙏🏻

  • @eugenmalatov5470
    @eugenmalatov54704 ай бұрын

    how do you typically assign work packages and how is the sprint cycle covered in the project management system? or is this covered in the data professional course.

  • @daveebbelaar

    @daveebbelaar

    4 ай бұрын

    I typically work with small teams and our sprints are very loosely defined, actually. We just do the work. ClickUp does have more advanced features for this, which I yet have to dive into: clickup.com/features/sprints

  • @heinhofman
    @heinhofman4 ай бұрын

    What browser do you use? with the left sidebar?

  • @daveebbelaar

    @daveebbelaar

    4 ай бұрын

    That’s the Arc browser

  • @FloodGold
    @FloodGold3 ай бұрын

    Everything is great except please zoom in so we can see what you’re doing.

  • @Dariuskingful
    @Dariuskingful2 ай бұрын

    Thanks for sharing

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