Linear Algebra Course - Mathematics for Machine Learning and Generative AI

[@LunarTech_ai]

Thank you for another amazing collaboration Beau and @FreeCodeCamp! ❤

[@jefferyguy7588]

Can anyone tell me what happened at the supposed "linear combination" section at 2:44:16?

[@yellowbeard1]

All of the stuff I barely passed and immediately forgot about after college. Thanks for putting it in one video

[@falcan7752]

You are welcome, mate!

[@falcan7752]

@addisonmcmercer878 How do you know @yellowbeard1 has a job?

[@djl3009]

Some of the chapter's timestamps appeared to be a bit off, I've attempted to correct/adjust them below: "Introduction to the course": "00:00:00", "Linear Algebra Roadmap for 2024": "00:08:30", "Course Prerequisites": "00:27:50", "Refresher: Real Numbers and Vector Spaces": "00:34:15", "Refresher: Norms and Euclidean Distance": "00:38:30", "Why These Prerequisites Matter": "00:52:13", "Module 1: Foundations of Vectors": "00:51:28", "Vector - Geometric Representation Example": "00:56:49", "Module 2: Special Vectors": "01:22:23", "Application of Vectors": "01:35:01", "Vectors Addition and Subtraction": "01:47:13", "Properties of Vectors Addition": "02:03:51", "Module 3: Advanced Vectors and Concepts": "02:19:15", "Scalar Multiplication":"02:20:25", "Scalar Multiplicaton Examples":"02:24:46", "Scalar Multiplication Application":"02:29:34", "Module 4: Dot Product and Its Applications":"02:44:21", "Length of a Vector - def and example": "02:49:14", "Length of Vector - Geometric Intuition": "02:54:33", "Dot Product": "03:05:31", "Dot Product, Length of Vector and Cosine Rule": "03:20:00", "Cauchy Schwarz Inequality - Derivation & Proof": "03:29:15", "Introduction to Linear Systems": "03:41:30", "Introduction to Matrices": "03:57:19", "Core Matrix Operations": "04:13:28", "Solving Linear Systems - Gaussian Elimination": "05:19:14", "Detailed Example - Solving Linear Systems": "05:25:01", "Detailed Example - Reduced Row Echelon Form (Augmented Matrix,REF, RREF)": "05:35:52"

[@CutTheGrass165]

Thank you very much

[@Pure77]

Baaaaa, baaaaaaa. You da goat 🐐🐐

[@dotpy7928]

Thank you for your courses. To those who read this comment while learning Math or Engineering - keep going and good luck - if you like what you are doing - you will for sure succeed!

[@fisayo23-q9s]

Amen. Thanks

[@crimson2871]

Made it my mission to learn linear algebra last year so I got a book on it and grinded through the problems. Good to see I can recognize all the concepts in this video!!!

[@unknownboi9084]

which book do you suggest. I was searching for one that would be worth it.

[@Koro-Sensei.01]

We're making the Academic Comeback with this one!!

[@kg_khangelani]

For sure😂💪🏽🦾

[@kgpian_abhinav16aero]

Ohh my god, I never learned this in my school..😂

[@541ky]

hi mana

[@vokoaxecer]

Oh mama, she has an accent.

[@muzamilahmed3127]

I have exams in a few days and free code camp dropped this course.. 🔥

[@curcumin417]

Thank you. Start of lessons 34:16

[@Akhil-qd9cj]

Half an hour of advertisement :)

[@Doge_Spartan]

​@@Akhil-qd9cjlol it's not advertisements, it's about all the contents in this 6hr course

[@jeeboi347]

Appreciate it

[@chinthakadevinda127]

Thank you :)

[@SergioRaya]

The first 30 minutes is a good overview of what this course is about.

[@devon9374]

This is the superficial Linear Algebra that is taught to engineering students and maybe CS majors. To anyone that is truly curious, I recommend you learn Proofs and then learn Linear Algebra again from the proofs perspective. Linear Algebra is really important, it is the foundational language used in AI, many engineering disciplines, Computer Vision, Graphics, and perhaps most importantly Quantum Mechanics.

[@mawkuri5496]

no you dont

[@j_r28]

Well not if you just want to revise it after years, or if you are not from the engineering background. For example I'm 4th year CS major. I learnt this in 1st year. I don't have to neither do I want to learn it from scratch, just as a refresher, even these 6 hours are a lot. But I can skip and cherry pick. And for people not from engineering background they won't understand proofs anyway, they would be more interested in the applicable gist.

[@BobBob-pr4eh]

@@j_r28can you link the resources you’re using to understand this?

[@j_r28]

@@BobBob-pr4eh well for starters I used this video, and there is a lecture series on this by MIT on KZbin. As far as I remember I used these to refresh. I also have notes so.

[@vishaliniravi3659]

Is there sites to learn linear algebra and calculus for non mathematical background people? If any, please share the details

[@LevisRaju]

Thanks a lot for all your hardwork and releasing it for free

[@EarlyBird7_7]

I've just finished this course, n i can tell... It was amazingly amazing 👏🏿

[@npx_riff_lift-g]

I’m making it out the college placement exams with this one.

[@harshshukla1996]

A good introductory course for beginners who have no idea what vectors and linear equations are. But as most of the engineers already took it at High School, you could go through it quickly. I found it more beneficial to read through the topics rather than going through the videos as it helped to revise the entire thing in an hour. It should be easy to follow!!

[@alexl4447]

Wow, thank you for this easy explained, but realy complicated theme. I wanted to start understandig machine learning, but most explanings I‘ve read, were much to complicated explained. You did. a real good Job!

[@joaonunes6747]

On matrix multiplication, example 2 - 4:47:12 - there is a small mistake in the result of the matrix. 7 x 2 + 9 x 6 = 68, not 66

[@Nonehelloworld]

Thank you very much !! 👏🏼👏🏼

[@JoseReyes-jr3lg]

Thanks!

[@MosiahDiaz]

I loved your wood chess set jajajaja. Great resource bytheway, thanks!

[@zambarix]

Please get to the chase! I have been watching for 15 minutes and you still talking about what you will do.

[@nillieable]

I started the video and fell asleep. I woke up and the video was still stuck in the introduction.

[@Ikenna-r9i]

Thank you so much for making out time to teach this. it is highly appreciated. however, there was a mistake made in the answer of one of the examples. love from Nigeria.

[@BolBol15]

Thanks for this helpful content ❤

[@shantharama-s]

Thank you for this course

[@JT11111]

I dont understand how at 3:21:06 the simplification of (r - s)*(r-s) is equal to rr - sr + ss - sr, how did this happen? Im trying to make sense of it like take the first letter from each bracket, that would explain rr - sr + ss, but then sr at the end doesnt make sense with this logic, will I be correct in assuming the order is whats confusing me? so for example if I write it as rr - sr + rs - ss I can see it making sense, but is it correct? This is really confusing to me I need the logic to be explained as to how we came up with this simplification

[@sairamnatesan3440]

Yes, I noticed that. I was like 'Am I trippin'. Then saw your comment. But no one really answered it tho

[@Sonidevirasoi]

Thank you so much 😊

[@TheImpressionist235]

Thank you!

[@apaflogodson9137]

Thanks 🙏🏽

[@surkewrasoul4711]

The most beautiful thing I have seen on youtube

[@irvinmuziwenkosi]

It's time to save the semester, Just on time.

[@ForRo3sS]

Wallahi that is what ı need :)

[@aliksargsyan2782]

Wooow the teacher is Armenian girl good for you dear Tatev ❤️❤️❤️❤️

[@ElCerdoBlanco]

I would call her a woman.

[@kris007iron]

Apart from not correctly time stamping the video great recap.

[@_foodiefacts]

Thank you very much for that free course. At the moment I am at 2:36:04 and everything seems fine and clear, but I got some questions for clarity. Why is your equal sign on the vectors looking like a "Z", is it without meaning or is there a specific purpose? Why you call "Beta" ---> "B", was it just a miss pronunciation?

[@okarakoo]

No specific purpose. My only gripe with this otherwise awesome course is her very sloppy penmanship. :-(

[@not_amanullah]

This is helpful 🖤

[@not_amanullah]

Thanks ❤

[@riteshraiharikarai3441]

Thank you

[@jefferyguy7588]

2:44:16 Can anyone tell me what happened at the supposed "linear combination" section?

[@johangodinho]

I believe it must've been cropped out because of the paid course section.

[@seanknight9808]

HI Tatev. Awesome course. Was great review for me, since it's been more than 25 years I took linear algebra and calculus. :) You are Turkish or Armenian?

[@danielayegbemoh8897]

Nice 😊 ❤

[@Saffeyah]

Linear Algebra on Memorial Day 😅🎉

[@Unnatii-e4c]

I'm a BBA 1st year student but still learning this because i want to become an Ai/ML engineer and use my entrepreneural understanding into it so that i could create something big but idk the roadmap to achieve all these. One question bothers me does certification is important or should i just learn all these concepts

[@addoninfosystems858]

I can't find where you explained span and linear independence, you said we will go through it after scalar multiplication but you completely skipped it

[@DeveryMcneely]

The actual lessons don't start until around minute twenty six

[@_foodiefacts]

There is a mistake at 4:47:53 ! (7)(2) + (9)(6) = 68 but your script says 66

[@robocopter9752]

Does not it include linear transformation and geometric transformation? Eigen value??

[@keydi98]

​@@robocopter9752mental illness is real

[@mtwata]

I graduated in computer science and took Linear Algebra II for six semesters 😂 it was a lot more advanced than this, but 14 years after graduating I still have nightmares where I'm unable to graduate because I failed again 😂😂😂😂

[@JC-fd8ho]

why take linear algebra for six semesters ?

[@mtwata]

@@JC-fd8ho I failed 5 times 😂 but only 10 years later I realised I was deeply depressed at that time, which probably explains why I wouldn't attend classes, study or even get out of bed on some days 🫠

[@abdulhakeemabdulganiyuarab202]

I love algebra

[@WinnieCarm11]

Could anyone please post about the roadmap for machine learning !

[@JAVERDO_69]

Kylie Ying has uploaded a video about that. Hope it helps... kzbin.info/www/bejne/eH27i6Z4mZaWetUfeature=shared

[@bakibillah8759]

Actual lecture begins at 51:07

[@Learningat26]

hi great course, just about to end it, i found out a small calculation error at 4:47:52 the resulting C*D = [20 36 36 68] instead of 66!

[@_foodiefacts]

4:56:38 Why is in the matrix representation the 2nd row, 2nd column entry a[2][3] and not a[2][2]?

[@immanuelsuleiman7550]

Awesome

[@inzamamgillani7445]

Thanks for uploading this wonderful crash course. Love from Pakistan 🇵🇰

[@r_pydatascience]

30 minutes were wasted just only for telling what the course is about. I hope this doesn’t force your viewers look away. I recommend watching after the 27th minute.

[@Devil-o-upper]

Thanks for advertising us👍🙃

[@richardmorgantx]

Completely agree. I almost quit before the course ever started. What a waste of time. About to start the actual material and am hoping it will be worthwhile.

[@sabanoor]

Thanks 👍

[@r_pydatascience]

​@@richardmorgantx Yes, she is good! I finished it. You can strengthen it by other videos especially the one by 3Blue1Brown

[@onlyforyou9999]

There have gave you time of every part you can skip the first part no problem at all. The importance is that all this high level knowledge you are getting free, so appreciate it please ❤ rather focusing on other parts.

[@jetl4g390]

Hey, I didn't quite catch that; how long was that full course again?

[@sarah13568]

I did actually finish this course in uni but ,what next how mathematics can help me learn Ai

[@celshante1769]

thank thee; i just wish that math and physics are presented in a better way like this, and i wish i wasnt such a late one xD

[@MUNZY-h7x]

Is this enough to become a data scientist?

[@kauegoncalves9532]

Lets gooooo

[@SALMANULFARIS-s2i]

do you have materials for this course ? or the slides available anywhere ?

[@shaikhabeebulla9710]

"Wonderful, "

[@HOFAIMUSIC]

❤❤

[@abdi-azisabdirahman4787]

Nice course, but will better if instructor provide course notes/materials

[@shafin.15]

Progress ------------- Day 1 - 00:08:30

[@ifeoluwaojo3065]

Update

[@studying6108]

are you vanished?

[@jeffsad8391]

Nice

[@KelvinWeb]

Any book recommendations

[@axelandru9346]

min 13 : And where are we going to get the data the models will be trained on from ?

[@r_pydatascience]

You collect them.

[@r_pydatascience]

You collect them or get data from other sources.

[@asf5275]

Start watching from 29:00......

[@tlangelaniii]

Is this the same as Applied Linear Algebra?

[@motilalkharwar4313]

Can you tell me whether we need Calculus 1, Calculus 2 or Calculus 3 for getting into Ai Research

[@dev.ai1-r]

is this video include pca also

[@ssm2015_ita]

is it good idea to follow this course if I don't have enough math skills ?

[@EobardUchihaThawne]

happily they teach us those at university

[@devarunkarmakar6298]

Can i start this even if im just a beginner?

[@ImrozAli-n9c]

Anybody how much this course is suitable as a non maths student for the purpose of data science & machine learning

[@HsuMonMonThant]

1/6/2024(16:32) 4/6/2024(26:10)

[@Immortal10364]

LOVE FROM PUNE INDIA🇮🇳🇮🇳🇮🇳 🥰👍❤😍😉😊🙂🤝😎❤❤❤🥰🥰

[@Sonidevirasoi]

Please provide new video related to statistics also for beginners level

[@ravalik2103]

Is these course useful for gate exam

[@Kuku-yl7ln]

poor line at about 32:50 mins ... it's neither cos or sin 😂😂... should be between -1 and 1... hard to find a decent course

[@souradeepghosh8231]

3rd yesr FR i have did this in my college in 1st sem and i actually didn't got anything new to learn

[@Userfgfff1234]

Thank you so much for the course but I have one note that you didn't explain the linear independent vectors and the span of vector you just mentioned that you will explain but you didn't

[@SALMANULFARIS-s2i]

how is 2nd row 2nd column is a23x2 ? is that a22x2 ? 3:45:09

[@keydi98]

This is kind of simple

[@tienesmalaliento]

5:33:06

[@morrazzo4432]

Okay boys,back to school 🥲

[@kanishkkala16]

I am in the 2nd course of andrew ng's machine learning specialization 3 course combo, this should help me in that and then when i further do the deep learning specialization, right guys?

[@acknowledgedmuslim]

Is that free ?

[@kanishkkala16]

@@acknowledgedmuslim apply for the financial aid, fill it up, u will get a mail that u aid request has been created, within next 20 days they will approve your aid request and grant you the course access for free. You get a certificate too

[@NerdyThoughts-ll2uh]

Books for this?

[@Zilharr]

WE STILL GETTING REJECTED BY ATS WITH THIS ONE 😂

[@lowochi]

One of the subjects I hated while studying engineering 😢😅

[@franzbugtong2327]

yes syit

[@averageXIAOHONGSHUenjoyer]

a lot of time spent on explaining matrix notation, but i guess repetition makes it stick

[@bluelantern5241]

Can not see the yellow agains the white background

[@AdityaMishra-nz8to]

36:06

[@governmentofheadstone1963]

15:03

[@tttnnn9]

大學時修完線性代數後，我還是不知道它用來幹嘛?

[@andiuptown1711]

Machine Learning

[@ruthm7275]

using yellow marker on a white board makes it almost impossible to read - next time use a dark colour please

[@EstudosLatim]

Apreciaria esto simplemente en latino

[@mhmdshafi4678]

Preamble takes almost 25 mint....

[@r_pydatascience]

The longest I have ever been patient to watch. Only about the course. I hope she will be more efficient in the time management of the rest of the section.