- Learn Machine Learning in 3 Months (with curriculum)

Learn Machine Learning in 3 Months (with curriculum)

How is a total beginner supposed to get started learning machine learning? I'm going to describe a 3 month curriculum to help you go from beginner to well-versed in machine learning. Its an accelerated learning plan, something i'd create for myself if I were to get started today, but I'm going to...
How is a total beginner supposed to get started learning machine learning? I'm going to describe a 3 month curriculum to help you go from beginner to well-versed in machine learning. Its an accelerated learning plan, something i'd create for myself if I were to get started today, but I'm going to open source it for you guys. This curriculum will cover all the math concepts, the machine learning theory, and the deep learning theory to get you up to speed with the field as fast as possible. If anyone asks how to best get started with machine learning, direct them to this video!

Curriculum from this video:
https://github.com/llSourcell/Learn_Machine_Learning_in_3_Months

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Month 1

Week 1 Linear Algebra
https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/
Week 2 Calculus
https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr
Week 3
https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2
Week 4 Algorithms
https://www.coursera.org/courses?languages=en&query=Algorithm%20design%20and%20analysis

Month 2

Week 1
learn python for data science
https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU
Math of Intelligence
https://www.youtube.com/watch?v=xRJCOz3AfYY&list=PL2-dafEMk2A7mu0bSksCGMJEmeddU_H4D
Intro to Tensorflow
https://www.youtube.com/watch?v=2FmcHiLCwTU&list=PL2-dafEMk2A7EEME489DsI468AB0wQsMV

Week 2
Intro to ML (Udacity)
https://eu.udacity.com/course/intro-to-machine-learning--ud120

Week 3-4
ML Project Ideas
https://github.com/NirantK/awesome-project-ideas

Month 3 (Deep Learning)

Week 1
Intro to Deep Learning
https://www.youtube.com/watch?v=vOppzHpvTiQ&list=PL2-dafEMk2A7YdKv4XfKpfbTH5z6rEEj3

Week 2
Deep Learning by Fast.AI
http://course.fast.ai/

Week 3-4
Re-implement DL projects from my github
https://github.com/llSourcell?tab=repositories

ML people to follow on Twitter:
https://www.quora.com/Who-should-I-follow-on-Twitter-to-get-useful-and-reliable-machine-learning-information


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Siraj Raval

Siraj Raval

🎉 710,000 人達成! 🎉

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Hello World, it's Siraj! I'm a technologist on a mission to spread data literacy. Artificial Intelligence, Mathematics, Science, Technology, I simplify these topics to help you understand how they work. Using this knowledge you can build wealth and live a happier, more meaningful life. I live to...
Hello World, it's Siraj! I'm a technologist on a mission to spread data literacy. Artificial Intelligence, Mathematics, Science, Technology, I simplify these topics to help you understand how they work. Using this knowledge you can build wealth and live a happier, more meaningful life. I live to serve this community. We are the fastest growing AI community in the world! Co-Founder of Sage Health (www.sage-health.org)

Twitter: http://www.twitter.com/sirajraval
Instagram: https://instagram.com/sirajraval/
Facebook: https://www.facebook.com/sirajology/

If you found my videos useful, I'd love your support on Patreon :) https://www.patreon.com/user?ty=h&u=3191693

Some Research - https://drive.google.com/file/d/0BwUv84lNDk72Q1gzaXgwR2U3U2NWVlZSOFk4amZIRmV1QXI0/view

In the event of my demise, you must finish what I've started here.

Timetable

動画タイムテーブル

動画数:372件

At  we see it costs ~19$ to upload a single video! (ETH goes ~4000$ on Dec 28,2021 and fees are 0.004782ETH). Am I missing something? - Build a Social Media Dapp with Polygon

At we see it costs ~19$ to upload a single video! (ETH goes ~4000$ on Dec 28,2021 and fees are 0.004782ETH). Am I missing something?

Build a Social Media Dapp with Polygon
2021年12月28日
00:02:17 - 00:49:20
whats the video man whats wrong with u - Building a Health DAO with GitHub CoPilot (AlphaCare: Episode 5)

whats the video man whats wrong with u

Building a Health DAO with GitHub CoPilot (AlphaCare: Episode 5)
2021年11月09日
00:00:47 - 00:44:37
SHIB to the moon - Building a Health DAO with GitHub CoPilot (AlphaCare: Episode 5)

SHIB to the moon

Building a Health DAO with GitHub CoPilot (AlphaCare: Episode 5)
2021年11月09日
00:24:35 - 00:44:37
Wow! My code at , 3:18 Thank you so much, Siraj. I am honored. - Multiomics Data for Cancer Diagnosis (AlphaCare: Episode 3)

Wow! My code at , 3:18 Thank you so much, Siraj. I am honored.

Multiomics Data for Cancer Diagnosis (AlphaCare: Episode 3)
2021年10月16日
00:01:42 - 00:10:57
I'm afraid that I don't understand this diagram indicating that proteins go throuh metabolism and end up with biochemicals like carbohydrates. There are some mechanisms that carbohydrates can be switched into amino acids and vice versa,  but there are also amino acids that human body can not produce. Plus how lipids can be made out of proteins...? - Multiomics Data for Cancer Diagnosis (AlphaCare: Episode 3)

I'm afraid that I don't understand this diagram indicating that proteins go throuh metabolism and end up with biochemicals like carbohydrates. There are some mechanisms that carbohydrates can be switched into amino acids and vice versa, but there are also amino acids that human body can not produce. Plus how lipids can be made out of proteins...?

Multiomics Data for Cancer Diagnosis (AlphaCare: Episode 3)
2021年10月16日
00:03:37 - 00:10:57
I appreciated the kind of effort you have devoted for this  min video .keep going siraj big fan from india. - Perceiver for Cardiac Video Data Classification (AlphaCare: Episode 2)

I appreciated the kind of effort you have devoted for this min video .keep going siraj big fan from india.

Perceiver for Cardiac Video Data Classification (AlphaCare: Episode 2)
2021年10月02日
00:11:40 - 00:11:41
Did anyone else have to rewind and double check what he said at ? Is that actually a real thing? Surely not - Convolutional Networks for Heart Disease Prediction (AlphaCare: Episode 1)

Did anyone else have to rewind and double check what he said at ? Is that actually a real thing? Surely not

Convolutional Networks for Heart Disease Prediction (AlphaCare: Episode 1)
2021年08月20日
00:01:57 - 00:08:57
at this point it's clear to me that you don't know what you're talking about. - Yolo V5 Snowboarding LIVE

at this point it's clear to me that you don't know what you're talking about.

Yolo V5 Snowboarding LIVE
2020年12月28日
00:23:00 - 01:00:35
Oh, Is that a social network site for coders? - Yolo V5 Snowboarding LIVE

Oh, Is that a social network site for coders?

Yolo V5 Snowboarding LIVE
2020年12月28日
00:23:03 - 01:00:35
I'm at  and he just said that he got docker, tensorflow and cuda running like wtf? You can't have CUDA without Nvidia GPUs and docker already addressed that they don't support Apple M1 chip yet.Wtf. He has no idea what the fuck he is saying I can guarantee. - Deep Learning on Apple M1 Silicon LIVE

I'm at and he just said that he got docker, tensorflow and cuda running like wtf? You can't have CUDA without Nvidia GPUs and docker already addressed that they don't support Apple M1 chip yet.Wtf. He has no idea what the fuck he is saying I can guarantee.

Deep Learning on Apple M1 Silicon LIVE
2020年12月16日
00:00:49 - 01:06:21
Sorry, that's just wrong. Apple M1 is ARM-based. Read the first sentence on https://en.wikipedia.org/wiki/Apple_M1. And it is by no means Apple's first CPU, it's Apple's first PC CPU. There are well-established toolchains for ARM, and many open source projects just need to be recompiled to run, they don't need to be "ported". - Deep Learning on Apple M1 Silicon LIVE

Sorry, that's just wrong. Apple M1 is ARM-based. Read the first sentence on https://en.wikipedia.org/wiki/Apple_M1. And it is by no means Apple's first CPU, it's Apple's first PC CPU. There are well-established toolchains for ARM, and many open source projects just need to be recompiled to run, they don't need to be "ported".

Deep Learning on Apple M1 Silicon LIVE
2020年12月16日
00:07:20 - 01:06:21
all good ? - Let's Build Machine Learning...in RUST? LIVE

all good ?

Let's Build Machine Learning...in RUST? LIVE
2020年11月28日
00:10:22 - 01:02:11
- 25:10 -- getting some real Trump vibes. - Let's Build Machine Learning...in RUST? LIVE

- 25:10 -- getting some real Trump vibes.

Let's Build Machine Learning...in RUST? LIVE
2020年11月28日
00:25:06 - 01:02:11
Use the sandbox on the rust website? - Let's Build Machine Learning...in RUST? LIVE

Use the sandbox on the rust website?

Let's Build Machine Learning...in RUST? LIVE
2020年11月28日
00:34:00 - 01:02:11
It starts at  btw - Let's Build Machine Learning...in RUST? LIVE

It starts at btw

Let's Build Machine Learning...in RUST? LIVE
2020年11月28日
00:35:01 - 01:02:11
Amazing 😃 - Let's Build a Quantum Classifier! LIVE

Amazing 😃

Let's Build a Quantum Classifier! LIVE
2020年11月21日
00:06:07 - 01:13:20
*Accessing Parallal Timelines ! ! ! (****)* - Let's Build a Quantum Classifier! LIVE

*Accessing Parallal Timelines ! ! ! (****)*

Let's Build a Quantum Classifier! LIVE
2020年11月21日
00:30:59 - 01:13:20
1/x is totally differentiable. It's just x^(-1), multiply by power and subtract one from it gives -(x^(-2)) i.e. -1/x^2. Surely you can't do anything advanced like back propagation without understanding that. - Let's Build a Quantum Classifier! LIVE

1/x is totally differentiable. It's just x^(-1), multiply by power and subtract one from it gives -(x^(-2)) i.e. -1/x^2. Surely you can't do anything advanced like back propagation without understanding that.

Let's Build a Quantum Classifier! LIVE
2020年11月21日
01:04:15 - 01:13:20
AM PST/ PM IST! - Let's Build Data Structures & Algorithms! LIVE

AM PST/ PM IST!

Let's Build Data Structures & Algorithms! LIVE
2020年11月07日
00:09:30 - 00:54:05