How I'd start learning machine learning again (3 years in)

Three years ago I started studying machine learning online in my bedroom.

Two things are for sure:

1. I know a lot more than when I started.
2. There’s still plenty more to learn.

This video shares what I’d do/tell myself if I was starting again.

Links:
How I’d start learning machine learning again (3 years in) blog post – https://www.mrdbourke.com/how-id-start-learning-machine-learning-again-3-years-in/
2020 Machine Learning Roadmap – https://www.mrdbourke.com/2020-machine-learning-roadmap/
Effective Python: 90 Specific Ways to Write Better Python Book – https://amzn.to/2RgnRfW
Mathematics for Machine Learning Book – https://mml-book.github.io/
Hands-On Machine Learning with Scikit-Learn, Keras and TensorFlow (2nd edition) – https://amzn.to/3aYexF2

Timestamps:
0:00 – Intro
0:58 – How I got started with machine learning
2:07 – Getting a job
2:30 – Leaving a job
3:44 – Blog post to go along with video
4:20 – Point 1: Avoid credential-seeking mode
6:30 – Point 2: Take the leap
10:00 – Point 3: Use less tools
10:50 – Best programming advice I’ve ever received
12:00 – Two of my favourite books
13:00 – Point 4: If you want to learn something, teach it
13:15 – The things you remember
15:50 – Point 5: Learning something new is hard, so have fun with it
17:10 – How I’d start learning again (specifics)
19:00 – Beginner pathway for getting started
20:51 – Advanced pathway (follows on from beginner)
22:30 – Some of my favourite extra learning materials
23:50 – Example curriculums (of people who have studied online)
24:50 – What to learn vs how to learn
25:15 – Outro

Get email updates on my work – https://dbourke.link/newsletter
Support on Patreon – https://bit.ly/mrdbourkepatreon

Connect elsewhere:
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#machinelearning #datascience #onlinelearning

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