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![yourclouddude Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1896591753064685568.png) yourclouddude [@yourclouddude](/creator/twitter/yourclouddude) on x XXX followers
Created: 2025-07-21 14:30:47 UTC

X. Understand the DS workflow, not just code.

📊 Ask a question
🧹 Collect + clean data
🧠 Explore patterns
📈 Train/test models
🧾 Communicate results

Projects = not just prediction accuracy. It’s about explaining why.


![](https://pbs.twimg.com/card_img/1946265362883883009/Ltaj9Bhr?format=jpg&name=800x419)

X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947303244176232907/c:line.svg)

**Related Topics**
[prediction](/topic/prediction)

[Post Link](https://x.com/yourclouddude/status/1947303244176232907)