AI & Machine Learning Prereqs 🧠
Total watch time
4h
at 1× speed · exactly 4 hours at 1×
| 1× | 4h |
|---|---|
| 1.25× | 3h 12m |
| 1.5× | 2h 40m |
| 1.75× | 2h 17m 9s |
| 2× | 2h |
Average video1h
Longest1h
Shortest1h
Remaining—
Plan to finish
About 4 days at an hour a day
Pick a daily pace and the days you'll watch. Ticked videos are skipped.
Days
At one hour a day, every day, this playlist takes about 4 days. Turn on JavaScript to plan around your week.
Subscribe (keeps updating)
Google Calendar (first session)
The .ics file imports into Google Calendar, Apple Calendar and Outlook — one event per study day listing that day's videos. Subscribing instead keeps the plan in step with the playlist: new videos become new sessions. In Google Calendar use Other calendars → From URL with the copied feed URL.
Videos (4)
4h in total · tick what you've watched
Tick videos you've watched — progress is saved in this browser.
| Watched | ||||
|---|---|---|---|---|
| 1 |
 Learn Python in 1 hour! 🐍
|
1:00:00 | 2024-08-18 | |
| 2 |
 Learn NumPy in 1 hour! 🔢
|
1:00:00 | 2025-08-05 | |
| 3 |
 Learn Pandas in 1 hour! 🐼
|
1:00:00 | 2025-09-11 | |
| 4 |
 Learn Matplotlib in 1 hour! 📊
|
1:00:00 | 2025-10-09 |
No videos match that filter.
Embed a badge
Show the watch time in a README or course description — it links back here and updates itself
Markdown
[](https://playlistduration.com/playlist/PLZPZq0r_RZOO_wKfxdnAb9BgnffGtIHjR)HTML
<a href="https://playlistduration.com/playlist/PLZPZq0r_RZOO_wKfxdnAb9BgnffGtIHjR"><img src="https://playlistduration.com/badge/playlist/PLZPZq0r_RZOO_wKfxdnAb9BgnffGtIHjR.svg" alt="Watch time: 4h · 4 videos" width="168" height="20"></a>Add ?speed=1.5 to the image URL for the time at that speed, ?label=Course to change the left text, or ?style=flat-square for square corners.
Want the numbers themselves? GET https://playlistduration.com/api/v1/playlist/PLZPZq0r_RZOO_wKfxdnAb9BgnffGtIHjR returns them as JSON — free, no key. API docs →
Data from the YouTube Data API as of 2026-09-22 (cached). Private or deleted videos are excluded from totals.