NumPy tutorial for beginners π’
Total watch time
1h 26m
at 1Γ speed Β· exactly 1 hour, 26 minutes, 4 seconds at 1Γ
| 1Γ | 1h 26m 4s |
|---|---|
| 1.25Γ | 1h 8m 51s |
| 1.5Γ | 57m 23s |
| 1.75Γ | 49m 11s |
| 2Γ | 43m 2s |
Average video7m 10s
Longest11m 7s
Shortest4m 2s
Remainingβ
Plan to finish
About 2 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 2 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 β 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 β From URL with the copied feed URL.
Videos (12)
1h 26m in total Β· tick what you've watched
Tick videos you've watched β progress is saved in this browser.
| Watched | ||||
|---|---|---|---|---|
| 1 |
|
5:08 | 2025-07-22 | |
| 2 |
|
8:42 | 2025-11-21 | |
| 3 |
|
7:43 | 2025-07-24 | |
| 4 |
|
4:12 | 2025-11-09 | |
| 5 |
|
11:07 | 2025-07-27 | |
| 6 |
|
9:13 | 2025-07-29 | |
| 7 |
|
6:18 | 2025-07-31 | |
| 8 |
|
6:59 | 2025-11-12 | |
| 9 |
|
4:02 | 2025-08-03 | |
| 10 |
|
8:11 | 2025-08-05 | |
| 11 |
|
7:51 | 2025-08-02 | |
| 12 |
|
6:38 | 2025-11-16 |
No videos match that filter.
Data from the YouTube Data API as of 2026-09-22 (cached). Private or deleted videos are excluded from totals.