How to get Machine Learning Skills without doing a PhD in Math [Podcast #133 with Daniel Bourke]
Skills:
ML Maths Basics80%LLM Foundations70%Prompt Craft60%Supervised Learning50%Unsupervised Learning50%
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: https://www.freecodecamp.org/donate
Links we talk about during our conversation:
- Daniel's 26-hour PyTorch course on freeCodeCamp: https://www.freecodecamp.org/news/learn-pytorch-for-deep-learning-in-day/
- Nutrify, Daniel's "pokedex for food". Uses computer vision to map photos of food to nutrition data: https://www.youtube.com/watch?v=-jpLqtAWKfo
- Daniel's Charles Bukowski-inspired novel "Charlie Walks": https://www.charliewalks.com/
- The research website Daniel mentions: https://arxiv.org/
- Daniel on Twitter: https://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
❤️ Support for this channel comes from our friends at Scrimba – the coding plat
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React: Production Server Setup Part 2 - Live Coding with Jesse
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cookies vs localStorage vs sessionStorage - Beau teaches JavaScript
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Browser history tutorial - Beau teaches JavaScript
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Graph Data Structure Intro (inc. adjacency list, adjacency matrix, incidence matrix)
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React: Parameterized Routing with Next.js - Live Coding with Jesse
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React: Dealing with jQuery Issues - Live Coding with Jesse
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setInterval and setTimeout: timing events - Beau teaches JavaScript
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Browser and Device Testing - Live Coding with Jesse
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Last Minute Updates - Live Coding with Jesse
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Post Launch Updates - Live Coding with Jesse
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React: Setting Up Google Analytics - Live Coding with Jesse
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React: Masonry Layout - Live Coding with Jesse
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Load Balancing Digital Ocean Droplets - Live Coding with Jesse
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try, catch, finally, throw - error handling in JavaScript
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Load Balancing: SSL Passthrough Setup - Live Coding with Jesse
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Graphs: breadth-first search - Beau teaches JavaScript
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React: Masonry Layout Part 2 - Live Coding with Jesse
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React: WordPress API Live Search - Live Coding with Jesse
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Creating WordPress Custom Post Types - Live Coding With Jesse
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Dates - Beau teaches JavaScript
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Miscellaneous Front End Updates - Live Coding with Jesse
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Merging a Pull Request from GitHub - Live Coding with Jesse
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React + Prettier + Standard JS - Live Coding with Jesse
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React: Sortable Responsive Table - Live Coding with Jesse
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Geolocation Sorting by Distance - Live Coding with Jesse
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Tradeoff Matrix - Agile Software Development
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The Definition of Ready - Agile Software Development
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Getting first React job without experience - Ask Preethi
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React: Google Analytics Click Tracking - Live Coding with Jesse
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Submitting a PR to an Open Source Project - Live Coding with Jesse
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Should I go back to school to get CS degree? - Ask Preethi
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Hero Section CSS Changes - Live Coding with Jesse
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Working Agreement - Agile Software Development
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A day at Pennybox with Co-Founder Reji Eapen
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React: Sorting and Filtering Data - Live Coding with Jesse
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React: Sorting and Filtering Data Part 2 - Live Coding with Jesse
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React: Building a New UI - Live Coding with Jesse
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Definition of Done - Agile Software Development
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Getting started with jQuery (tutorial) - Beau teaches JavaScript
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Making a React Blog with WordPress Content - Live Coding with Jesse
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React, NextJS, CSS - Live Coding with Jesse
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jQuery events - Beau teaches JavaScript
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React/NextJS Routing and WordPress API Custom Types - Live Coding with Jesse
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React: Working with API Data - Live Coding with Jesse
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React: Refactoring Components - Live Streaming with Jesse
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jQuery effects - Beau teaches JavaScript
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More React Refactoring - Live Coding with Jesse
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animate in jQuery - Beau teaches JavaScript
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"Finishing" My React Site - Live Coding with Jesse
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Starting a New React Project (P2D1) - Live Coding with Jesse
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React Project 2 Day 2: Learning Material UI - Live Coding with Jesse
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The Agile Manifesto - Agile Software Development
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jQuery: get and set with http, text, val, and attr - Beau teaches JavaScript
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React Project 2 Day 3 - Live Coding with Jesse
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The INVEST approach to product backlog items
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React Project 2 Day 4 - Live Coding with Jesse
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Chickens and Pigs - Agile Software Development
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React Project 2 Day 5 - Live Coding with Jesse
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jQuery: add and remove DOM elements - Beau teaches JavaScript
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React Project 2 Day 6 - Live Coding with Jesse
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Chapters (8)
Introduction and Background
9:07
Love for the Beach and Drift Triking
31:14
Learning How to Learn and Applying it to Anything
44:21
Australia - Small but Mighty
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
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Tutor Explanation
DeepCamp AI