Playlist · CampusX

Maths for Machine Learning

by CampusX · 23 videos

Total watch time

1d 18h 49m

at 1× speed · exactly 1 day, 18 hours, 49 minutes, 20 seconds at 1×

At an hour a day you'd finish in 43 days

custom

Finish by

43 days

at an hour a day · pick your own pace

At each speed

1×	1d 18h 49m 20s
1.25×	1d 10h 15m 28s	−8h 34m
1.5×	1d 4h 32m 53s	−14h 16m
1.75×	1d 28m 11s	−18h 21m
2×	21h 24m 40s	−21h 25m

Average video1h 51m 43s

Longest2h 26m 34s

Shortest12m 40s

The shape of the course

Each column is one video, to scale

2:26:34

WatchedTo watch

Next time, skip the copying: change youtube.com to playlistduration.com in any playlist, video or channel address and it opens here. Or see the total on YouTube itself, with our extension for Chrome, Firefox or Edge.

Your plan

Plan to finish

About 43 days at an hour a day

Pick a daily pace and the days you'll watch. Ticked videos are skipped.

At one hour a day, every day, this playlist takes about 43 days. Turn on JavaScript to plan around your week.

Videos (23)

1d 18h 49m in total · tick what you've watched

Tick videos you've watched — progress is saved in this browser. Titles open on YouTube in a new tab.


1	Statistics Roadmap for Data Science and Data Analysis \| Complete Guide \| Full Resources \| CampusX	12:40	2023-06-25
2	Session 38 - Descriptive Statistics Part 1 \| DSMP 2023	1:52:26	2023-03-10
3	Session 39 - Descriptive Statistics Part 2 \| DSMP 2023	1:55:42	2023-03-13
4	Session 40 - Probability Distribution Functions - PDF, PMF & CDF \| DSMP 2023	2:09:55	2023-03-16
5	Session 41 - Normal Distribution \| DSMP 2023	2:01:29	2023-03-21
6	Session 42 - Non-Gaussian Probability Distributions \| DSMP 2023	2:16:04	2023-03-24
7	Session 43 - Central Limit Theorem \| DSMP 2023	1:51:35	2023-03-29
8	Session 44 - Confidence Intervals \| DSMP 2023	2:10:01	2023-03-31
9	Session 45 - Hypothesis Testing Part 1 \| DSMP 2023	1:59:16	2023-04-05
10	Session 46 - Hypothesis Testing Part 2 \| p-values \| t-tests \| DSMP 2023	2:11:36	2023-04-06
11	Session on Chi Square Tests	2:15:21	2023-04-08
12	Session on ANOVA \| Paid Zoom Session	1:58:10	2023-04-09
13	Master Probability in Data Science: The Ultimate Crash Course! \| Part 1 \| CampusX	1:34:06	2023-06-20
14	Mastering Probability for ML: Joint \| Marginal \| Conditional Probability and Bayes' Theorem	1:20:29	2023-06-23
15	Linear Algebra Roadmap for Machine Learning and Deep Learning \| Complete Guide \| CampusX	15:48	2023-06-29
16	Supercharge Your ML Journey: Mastering Vectors in Linear Algebra - Part 1	1:31:58	2023-04-12
17	Linear Algebra Part 2 \| Matrices	2:26:34	2023-04-15
18	Linear Algebra Part 3 \| Matrices Intuition	2:10:01	2023-04-16
19	Session on Eigen Vectors and Eigen Values \| Week 29 \| DSMP	1:40:43	2023-05-31
20	Session on Eigen Decomposition + PCA Variants \| Week 29 \| DSMP	2:07:27	2023-06-04
21	Session on Singular Value Decomposition	2:13:01	2023-06-06
22	Session on Optimization - The Big Picture	2:09:10	2023-04-23
23	Session on Differential Calculus	2:25:48	2023-04-23

For your README

Embed a badge

Show the watch time in a README or course description — it links back here and updates itself

Markdown

[![Watch time: 1d 18h 49m · 23 videos](https://playlistduration.com/badge/playlist/PLKnIA16_RmvbYFaaeLY28cWeqV-3vADST.svg)](https://playlistduration.com/playlist/PLKnIA16_RmvbYFaaeLY28cWeqV-3vADST)

HTML

<a href="https://playlistduration.com/playlist/PLKnIA16_RmvbYFaaeLY28cWeqV-3vADST"><img src="https://playlistduration.com/badge/playlist/PLKnIA16_RmvbYFaaeLY28cWeqV-3vADST.svg" alt="Watch time: 1d 18h 49m · 23 videos" width="228" 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/PLKnIA16_RmvbYFaaeLY28cWeqV-3vADST returns them as JSON — free, no key. API docs →

Data from the YouTube Data API as of 2026-11-09 (cached). Private or deleted videos are excluded from totals.