My Development Workflow for Data & AI Projects

A lot of data professionals want to explore freelancing, but lack the systems, tools, and guidance on how to get started. If you're curious about how we help data analysts, engineers, and scientists, beyond these videos, the link below will explain. No nonsense, no webinar and no "free training". Check it out: www.datalumina.com/data-freel...
🔗 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
/ 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.

[@daveebbelaar]

📌 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]

I don't have a duplicate button :(

[@shashipal3589]

Very useful. Thanks for making amazing videos

[@limluly485]

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

[@Louderthanthunderx1]

Thanks for sharing

[@eugenmalatov5470]

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]

Wow, thank you! 🙏🏻

[@Alexander-je3qc]

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

[@daveebbelaar]

Glad you enjoyed it!

[@micbab-vg2mu]

Nice workflow:)

[@PeterPan-hs5tu]

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

[@daveebbelaar]

Enjoy!

[@Buhassan5656]

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

[@shreyojitdas9333]

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

[@hgwvandam]

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

[@daveebbelaar]

That's a good one right

[@eugenmalatov5470]

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]

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

[@matiasnaranjo4920]

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

[@rickkenny5342]

Thanks

[@daveebbelaar]

Wow, thanks! 🙏🏻

[@heinhofman]

What browser do you use? with the left sidebar?

[@daveebbelaar]

That’s the Arc browser

[@FloodGold]

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

[@ZachMatu]

Long video but worth every minute. Thanks @DaveEbbelaar

[@Dariuskingful]

Thanks for sharing