Скачать или смотреть How to get started with Machine Learning

❤️ Become The AI Epiphany Patreon ❤️ ►   / theaiepiphany  
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Bunch of you asked me how to get started in machine learning.
So I thought I should make a video about it.

List of resources:
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Learn Python
✅ video:    • Learn Python - Full Course for Beginners [...  
✅ book: https://automatetheboringstuff.com/
Learn everything else about Python on the fly.

Learn ML (high-level intro)
✅ course: https://www.coursera.org/learn/machin...
✅ course: https://www.coursera.org/specializati...
at least 1 open-source project + 1 blog

Learn ML (middle-level intro)
✅ course: https://course.fast.ai/
✅ course: https://course19.fast.ai/part2
Again code, code, code. Open-source on GitHub.

Start reading research papers and implement 1 paper from scratch.

Learn ML (pro)
✅ MML book: https://mml-book.github.io/book/mml-b...
Supplements:
✅ 3B1B LA:    • Vectors | Chapter 1, Essence of linear alg...  
✅ 3B1B Calculus:    • The essence of calculus  
✅ chapter 5: https://jakevdp.github.io/PythonDataS...

Learn deep learning (pro)
✅ book: https://github.com/janishar/mit-deep-...
(you'll find a good pdf in this GitHub repo)

BONUS TIPS:
✅ course: https://www.coursera.org/learn/learni...
✅ podcast:    / lexfridman  
✅ Twitter the people I follow:   / gordic_aleksa  

✅ My GitHub: https://github.com/gordicaleksa
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⌚️ Timetable:
0:00 ML and main obstacles to learning it
1:50 STEP1: Learn to code (in Python)
3:36 STEP2: Get a high-level intro to ML (Coursera)
4:43 How much time do I need to complete it?
5:05 Code your own project (GitHub, Medium)
6:53 STEP3: Getting deeper (fast.ai)
8:26 STEP4: Read and implement research papers
10:00 STEP5: Get strong mathematical foundations
11:35 TIP1: Learn how to learn
12:04 TIP2: Learn only the tools you need
12:38 TIP3: Get into the output mode (code, blog)
12:58 TIP4: Focus (the field is too broad)
13:24 TIP5: Follow AI people on Twitter
13:37 TIP6: Watch Lex's AI podcast
13:52 Comment and subscribe

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If these videos, GitHub projects, and blogs help you,
consider helping me out by supporting me on Patreon!

The AI Epiphany ►   / theaiepiphany  
One-time donation: https://www.paypal.com/paypalme/theai...

Much love! ❤️

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💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition".

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#machinelearning #learnmachinelearning #deeplearning