- Mathematics of Machine Learning

Mathematics of Machine Learning

Do you need to know math to do machine learning? Yes! The big 4 math disciplines that make up machine learning are linear algebra, probability theory, calculus, and statistics. I'm going to cover how each are used by going through a linear regression problem that predicts the price of an apartmen...
Do you need to know math to do machine learning? Yes! The big 4 math disciplines that make up machine learning are linear algebra, probability theory, calculus, and statistics. I'm going to cover how each are used by going through a linear regression problem that predicts the price of an apartment in NYC based on its price per square foot. Then we'll switch over to a logistic regression model to change it up a bit. This will be a hands-on way to see how each of these disciplines are used in the field.

Code for this video (with coding challenge):
https://github.com/llSourcell/math_of_machine_learning

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I like this pic about object as example lol - Mathematics of Machine Learning

I like this pic about object as example lol

Mathematics of Machine Learning
2018年03月18日 
00:00:25 - 00:09:53
"It isn't or is it?"*Vsause music kicks in* - Mathematics of Machine Learning

"It isn't or is it?"*Vsause music kicks in*

Mathematics of Machine Learning
2018年03月18日 
00:00:52 - 00:09:53
Well,  is kind of a an exaggeration, if you will. Although I do know of people who can just use their insane experience to Solve problems., these guys can just list out hyper parameters and it will just work. Math is important. Take some time to learn Math. - Mathematics of Machine Learning

Well, is kind of a an exaggeration, if you will. Although I do know of people who can just use their insane experience to Solve problems., these guys can just list out hyper parameters and it will just work. Math is important. Take some time to learn Math.

Mathematics of Machine Learning
2018年03月18日 
00:01:00 - 00:09:53
other disciplines left that you dont't know. I don't know how doable this is.  "You can have a full time job doing machine learning and not know a single thing about the math behind the functions you're using [...]" Is this really true? This would make me more hopeful about my own AI startup. I am still working on the deepdream.py (not the challenge, just the one you explained in "Deep Dream in TensorFlow - Learn Python for Data Science #5" and I don't know what to do to get the Dogslug results! 7:45 is this really "Linear Algebra" or should this be just called "Algebra"? I mean after some point it's not linear anymore. For example with the Logistic Model. As you see, I am a little bit confused ;) - Mathematics of Machine Learning

other disciplines left that you dont't know. I don't know how doable this is. "You can have a full time job doing machine learning and not know a single thing about the math behind the functions you're using [...]" Is this really true? This would make me more hopeful about my own AI startup. I am still working on the deepdream.py (not the challenge, just the one you explained in "Deep Dream in TensorFlow - Learn Python for Data Science #5" and I don't know what to do to get the Dogslug results! 7:45 is this really "Linear Algebra" or should this be just called "Algebra"? I mean after some point it's not linear anymore. For example with the Logistic Model. As you see, I am a little bit confused ;)

Mathematics of Machine Learning
2018年03月18日 
00:01:00 - 00:09:53
pylint gonna show warning in those comments. - Mathematics of Machine Learning

pylint gonna show warning in those comments.

Mathematics of Machine Learning
2018年03月18日 
00:01:02 - 00:09:53
LMFAOOOOOO u legend hahaha i died - Mathematics of Machine Learning

LMFAOOOOOO u legend hahaha i died

Mathematics of Machine Learning
2018年03月18日 
00:01:51 - 00:09:53
. How do you get this pink line at  ?Q2. in Y=mx+b, how can X be independent ?Q3. In this video where specifically you told about the prediction that was made by algorithm we develop , and how we compare it with the correct data ? - Mathematics of Machine Learning

. How do you get this pink line at ?Q2. in Y=mx+b, how can X be independent ?Q3. In this video where specifically you told about the prediction that was made by algorithm we develop , and how we compare it with the correct data ?

Mathematics of Machine Learning
2018年03月18日 
00:02:55 - 00:09:53
WTF - Mathematics of Machine Learning

WTF

Mathematics of Machine Learning
2018年03月18日 
00:03:39 - 00:09:53
Awesome video and  lol - Mathematics of Machine Learning

Awesome video and lol

Mathematics of Machine Learning
2018年03月18日 
00:06:08 - 00:09:53
lmao - Mathematics of Machine Learning

lmao

Mathematics of Machine Learning
2018年03月18日 
00:06:09 - 00:09:53
.. I feel you bro .. When you took a pause before saying "bowl"..😂🤣.. but yes your videos are great .. entertaining and informative 🔥 - Mathematics of Machine Learning

.. I feel you bro .. When you took a pause before saying "bowl"..😂🤣.. but yes your videos are great .. entertaining and informative 🔥

Mathematics of Machine Learning
2018年03月18日 
00:06:10 - 00:09:53
How did you calculate m_gradient and b_gradient on  ? - Mathematics of Machine Learning

How did you calculate m_gradient and b_gradient on ?

Mathematics of Machine Learning
2018年03月18日 
00:06:34 - 00:09:53
what editor is on screen ? - Mathematics of Machine Learning

what editor is on screen ?

Mathematics of Machine Learning
2018年03月18日 
00:06:58 - 00:09:53
At , it should be “multivariable” regression rather than “multivariate” regression because the latter refers to multiple response variables. - Mathematics of Machine Learning

At , it should be “multivariable” regression rather than “multivariate” regression because the latter refers to multiple response variables.

Mathematics of Machine Learning
2018年03月18日 
00:07:40 - 00:09:53
1* - Mathematics of Machine Learning

1*

Mathematics of Machine Learning
2018年03月18日 
00:08:50 - 00:09:53
linear alegbra - Mathematics of Machine Learning

linear alegbra

Mathematics of Machine Learning
2018年03月18日 
00:09:18 - 00:09:53
well done. very minor note...at  "alegrba"  :) - Mathematics of Machine Learning

well done. very minor note...at "alegrba" :)

Mathematics of Machine Learning
2018年03月18日 
00:09:18 - 00:09:53

Siraj Raval

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動画数:471件

. - I Built a Sports Betting Bot (WagerGPT)

.

I Built a Sports Betting Bot (WagerGPT)
2024年01月04日  @ckq 様 
00:02:22 - 00:05:48
that’s an outdated player roster from 3 years ago buddy - I Built a Sports Betting Bot (WagerGPT)

that’s an outdated player roster from 3 years ago buddy

I Built a Sports Betting Bot (WagerGPT)
2024年01月04日  @metalflames4 様 
00:02:22 - 00:05:48
fwiw they went 1-3 on those picks - I Built a Sports Betting Bot (WagerGPT)

fwiw they went 1-3 on those picks

I Built a Sports Betting Bot (WagerGPT)
2024年01月04日  @ckq 様 
00:02:40 - 00:05:48
😂 - I Built a Sports Betting Bot (WagerGPT)

😂

I Built a Sports Betting Bot (WagerGPT)
2024年01月04日  @tennisprotrader 様 
00:05:22 - 00:05:48
the lie. any apple m* processor has it, even many phone processor have - Deep Learning with 4th Gen Xeon Processors and Intel® Accelerator Engines (AWS re:Invent 2023)

the lie. any apple m* processor has it, even many phone processor have

Deep Learning with 4th Gen Xeon Processors and Intel® Accelerator Engines (AWS re:Invent 2023)
2023年12月14日  @somerndid 様 
00:02:01 - 00:04:50
@ you are showing what appears to be yet another medical dataset "medalpaca/medical_meadow_mediqa" but it is unclear how that is used. - DoctorGPT: Offline & Passes Medical Exams!

@ you are showing what appears to be yet another medical dataset "medalpaca/medical_meadow_mediqa" but it is unclear how that is used.

DoctorGPT: Offline & Passes Medical Exams!
2023年08月13日  Mark Woodworth 様 
00:13:12 - 00:18:13
@What exactly are you concatenating? You say "instruction column and input column into a single input" but the code references only the "question" column from the "GBaker/MedQA-USMLE-4-options" dataset.  The question is then submitted for inference as-is, without being combined with anything as far as I can tell. Also - are the options (answer choices) and correct_answer_idx (multiple choice answer) used anywhere? - DoctorGPT: Offline & Passes Medical Exams!

@What exactly are you concatenating? You say "instruction column and input column into a single input" but the code references only the "question" column from the "GBaker/MedQA-USMLE-4-options" dataset. The question is then submitted for inference as-is, without being combined with anything as far as I can tell. Also - are the options (answer choices) and correct_answer_idx (multiple choice answer) used anywhere?

DoctorGPT: Offline & Passes Medical Exams!
2023年08月13日  Mark Woodworth 様 
00:13:21 - 00:13:12
@ you mention SFT with the base model, but the code appears to be using the chat model - DoctorGPT: Offline & Passes Medical Exams!

@ you mention SFT with the base model, but the code appears to be using the chat model

DoctorGPT: Offline & Passes Medical Exams!
2023年08月13日  Mark Woodworth 様 
00:18:13 - 00:38:49