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My favorite Machine Learning / Data Science / AI resources

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ChrisV

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I'm gonna just use this as a resource dump for anyone interested. Feel free to add whatever you'd like.

So I just realized that PBS's Crash Course (one of my favorite YouTube Channels) put up the beginnings of a full AI course on YouTube.

View: https://www.youtube.com/watch?v=a0_lo_GDcFw&list=PL8dPuuaLjXtO65LeD2p4_Sb5XQ51par_b&index=2

From Science to Social Studies, Crash Course offers it all in quick-paced, imaginative videos aimed at learners of all ages. Explore the amazing collection here, with new resources and courses added constantly to broaden the reaches of the Crash Course experience.


(Note: this is a playlist)

If you're not familiar with Crash Course they fun and simple university courses. There's also a good one on Statistics if you've never taken a course:

View: https://www.youtube.com/watch?v=sxQaBpKfDRk

(Note: another playlist)
 

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ChrisV

ChrisV

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This man is a god at explaining things. He has an "animated math" channel on YouTube which includes a series on how Neural Networks and Machine Learning work:

View: https://www.youtube.com/watch?v=aircAruvnKk&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&index=2&t=0s

(playlist)

He also has videos on Linear Algebra and Calculus that are so simple your dog can understand them. Seriously, this guy's channel is amazing.

Essence of linear algebra, Essence of calculus, Neural networks, Differential equations
 
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ChrisV

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Harvard's Data Science Certification:

27113

 
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ChrisV

ChrisV

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27115

R4DS by the investor of the tidyverse himself, Hadley Wickham.

Free Book:

 

A_Random_Guy

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View attachment 27115

R4DS by the investor of the tidyverse himself, Hadley Wickham.

Free Book:

Thanks, I enrolled in a course on Introduction to R.


Will this book be good for beginners? I have yet to learn about the graphs.
 
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ChrisV

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A_Random_Guy

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Yes, that looks like it's a 101 level course.
Yes, this course offers the cheapest certificate for about 14$(sponsored by our government) so I enrolled here xD I don't have any prior knowledge of R/ML. How did you get started?
 
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ChrisV

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A_Random_Guy

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This man is a god at explaining things. He has an "animated math" channel on YouTube which includes a series on how Neural Networks and Machine Learning work:

View: https://www.youtube.com/watch?v=aircAruvnKk&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&index=2&t=0s

(playlist)

He also has videos on Linear Algebra and Calculus that are so simple your dog can understand them. Seriously, this guy's channel is amazing.

Essence of linear algebra, Essence of calculus, Neural networks, Differential equations
Yes! You might also like similar channels like:



 
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ChrisV

ChrisV

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One of my absolute favorite sites on the net... Everything from AI to ML to DS to Stats. Great site.

27150

Their blog is great. Their courses are great. Everything is awesome here.

 
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ChrisV

ChrisV

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These are the most acclaimed Machine Learning Courses on the net, taught by ML pioneer Andrew Ng:

Screen Shot 2019-09-04 at 11.39.22 AM.png


Screen Shot 2019-09-04 at 11.39.31 AM.png

 
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ChrisV

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Another popular option is DataCamp. It's an interactive learning platform for Data Science and Machine Learning:

27293

27294

 

SamHalen

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This thread has good resources. Thanks, @ChrisV!

Everyone can save themselves time by getting Visual Studio Code.


After working in data science for 2 years, I have found that this editor is incredible. I still use RStudio/Anaconda/MSSQL/Jupyter for language specific tasks, but whenever possible I switch to VSCode.

With support for Python/R/SQL/Anything else, I can do everything from one familiar place.

I only need to remember one set of keyboard shortcuts.

It's the most popular editor today.
 
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