How Data Engineering Works
![](https://i.ytimg.com/vi/m5hLUknIi5c/mqdefault.jpg)
11:12
Roles in Data Science Teams
![](https://i.ytimg.com/vi/IGraly_Lvvg/mqdefault.jpg)
20:53
God Tier Data Engineering Roadmap - 2025 Edition
![](https://i.ytimg.com/vi/kGT4PcTEPP8/mqdefault.jpg)
5:25
What is Data Pipeline? | Why Is It So Popular?
![](https://i.ytimg.com/vi/GDCnydDWRnM/mqdefault.jpg)
11:45
What is a Machine Learning Engineer
![](https://i.ytimg.com/vi/PZMHwRb5AAw/mqdefault.jpg)
14:21
The Harsh Reality of Being a Data Engineer
![](https://i.ytimg.com/vi/bxuYDT-BWaI/mqdefault.jpg)
3:57
APIs Explained (in 4 Minutes)
![](https://i.ytimg.com/vi/P8ERBy91Y90/mqdefault.jpg)
13:57
How is data prepared for machine learning?
![](https://i.ytimg.com/vi/KrRD7r7y7NY/mqdefault.jpg)
26:52