How to get Machine Learning Skills without doing a PhD in Math [Podcast #133 with Daniel Bourke]

Published 2024-07-19
On this week's episode of the podcast, freeCodeCamp founder Quincy Larson interviews Daniel Bourke. He's a Machine Learning Engineer and creator of many popular tutorials on YouTube. He's also a frequent freeCodeCamp contributor.

We talk about:

- How as a kid he hacked into his school's network and gave himself good grades, just like the kid from Wargames. (Don't try this at home.)

- What he learned from helping fix 5,000 people's computers

- How Machine Learning actually works. What the AI models are actually doing for you in the background.

- His advice for anyone getting into Machine Learning in 2024, in terms of what to prioritize learning

Can you guess what song I'm playing on my bass during the intro? It's from a 2020 song by an Australian musician.

Also, I want to thank the 9,779 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: www.freecodecamp.org/donate

Links we talk about during our conversation:

- Daniel's 26-hour PyTorch course on freeCodeCamp: www.freecodecamp.org/news/learn-pytorch-for-deep-l…

- Nutrify, Daniel's "pokedex for food". Uses computer vision to map photos of food to nutrition data:    • Using AI to build a Pokédex for Food  

- Daniel's Charles Bukowski-inspired novel "Charlie Walks": www.charliewalks.com/

- The research website Daniel mentions: arxiv.org/

- Daniel on Twitter: twitter.com/mrdbourke

Chapters
0:00:00 Introduction and Background
0:09:07 Love for the Beach and Drift Triking
0:31:14 Learning How to Learn and Applying it to Anything
0:44:21 Australia - Small but Mighty
0:59:53 Creating a Self-Designed Curriculum
1:08:35 Understanding the Hierarchy - AI, Machine Learning, and Deep Learning
1:21:47 Hardware Requirements for Machine Learning
1:38:03 The Evolution of AI and Its Impact on Software Engineering

All Comments (14)
  • Great episode, I have watched Daniel content for a long time now and it's great to know more about him. I think that the wisdom about how to get into Machine Learning is really useful. Also I did not expect to hear about a Charles Bukowski novel in the podcast and it was great 😂
  • @ValDominator
    Just have 0 responsibilities and study a lot, great advice
  • @-a-d-a-m
    My guess is: Is It True by Tame Impala
  • @clen9870
    I want to learn ML and statistics. However, I am unsure if I should pursue an open university degree or learn online like Daniel, even though I am 48 and have no education.
  • Thank you freedocecamp! Daniel Bourke is The King of Pytorch! Pytorch finally clicked in my head after taking his course!
  • Hi guys I'm 18 years old and I want to know that I'm weak in Physics Chemistry and Math but I'm interested in Computer and want to became a software engineer what should I do ? I have just passed 12th with 53% plz give me some tips should I do Engineering or not? Plz 🙏
  • Nam myoho renge kyo can help make your life better 🙏 Chant Nam Myoho Renge Kyo everyday and see your life change positively
  • @yuzuru08
    8th video, asking for some projects using IDX
  • @sapito169
    programer hear many years i will say 80 thinking 20 writing maybe sometimes more