Math Needed for Mastering Data Science

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In this video, I talk about the math concepts that you should master to find success in data science.

1) Statistics
2) Discrete Math
3) Linear Algebra
4) Calculus

#DataScience #KenJee

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tl;dr of the video-

Statistics
-Probability theory
-Descriptive statistics
-Hypothesis testing
-Linear regression


Discrete Mathematics
-Inductive and deductive reasoning
-Graph Theory
-Recursion
-Algorithm Complexity

Linear Algebra
-Matrices and vectors
-Matrix multiplication
-Eigenvalues and Eigenvectors

Calculus
-Integrals
-Derivatives
-Gradient Descent

masterprattu
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Bad news I hated Math in my school days, Good news I am liking it now because now I am actually implementing it.

piyushthakur
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This is exactly what I was looking for... not only a list of all the branches of math needed but a list of elements inside the branches that are most important to learning data science. As a future economics major I love that your career path started with Econ... I hope to do the same. I love computer science but always debated it because I love finance and economics even more good to see there’s opportunity for Econ majors to really get into data science. Thanks a million!

MarkMusu
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The resources provided in Tirthajyoti Sarkar's article are really helpful.... Thanks to him for article and thanks ken for your research...

piyushzope
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I just want to say that you are doing a great job. You are not BS and you are trying to say something useful and brief. Kudos man, you're great.

debunklies
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Awesome video ken! Thank you for letting us newbies know what to study and understand

flamingjob
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I really appreciate you doing this. I am a Physician, but data is the future. Thank. 🙏🏾

TheMEDvidz
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So basically I have covered all kinds of math for Data science, great video ❤️

alirajpoot
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These videos are so helpful and have made me truly excited about learning data science

johnginos
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Really enjoying your vids, Ken. You could easily just make a bunch of those flashy "salary of a data scientist" or "day in the life of a data scientist" videos that have been beaten into the ground by every other youtuber, but instead you're sharing much more relevant and actionable info. Keep it up!

vinsanityreviews
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What I do is do a project..Use a library for doing what you want..and then go back To see how the library works whats the maths and the research behind it.. Because of this you always Have a example to relate to..

TechAddictGuy
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Good thing I have a bachelors degree in mathematics! But I forgot all this stuff lol. Gotta relearn it all; definitely starting with statistics. I am currently a business analyst with 7 years experience and I really want to be a data scientist.

shermino
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Great video! I’m starting a statistical analysis course tomorrow morning 😁I had discrete math, and algorithms and data structures last year, so I have been looking forward to this course. I was thinking about doing 2 math courses in my electives next year, pure mathematics for programmers and further discrete mathematics :)

LewiUberg
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Thanks man, i was searching for a vid like this

nicholastomsic
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#52: The medium link resource is really interesting, thank you for sharing it!
In Math, I have found super helpful the StatQuest YouTube channel, all concepts are digestible and easy to understand!
You both are a good combination of DS knowledge :)
#66daysofdata

a_vickyp
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Im really at the beginning, just started at the Open University, and it was a good overview what to expect.

abusalem
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Thank you so much for the knowledge sir! 👍🏻👍🏻

senhorradio
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Thanks for the vid Ken, it was very informative

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Hi Ken, your videos are very informative and keep me motivated on my data science journey. If you can please make more videos on the fundamentals of data science, it would be very helpful. Thank you

moiyadkaydawala
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I remember starting with linear algebra for ML....it was a great experience

strandedinanisland