Machine Learning - Daniel Bourke

CS329s Machine Learning Deployment Tutorial

If you're smart enough to build machine learning models, you're smart enough to deploy them.

How to Create Your Own Data Science Curriculum with Coursera in 2021

2021 is here. Time to take control of your own education. Here's an example of how you can use Coursera and Notion to create your own data science curriculum.

Experiments

Apple's New M1 Chip is a Machine Learning Beast

Comparing a (nearly) top spec Intel-based 16-inch MacBook Pro to the new Apple silicon MacBook Air and 13-inch MacBook Pro.

Machine Learning

The 10 Commandments of Self-Taught Machine Learning Engineers

Principles for using math, code and data to seduce Mother Nature into revealing her secrets.

Machine Learning

Notes on building a deep learning PC

When it comes to using GPUs for deep learning, I usually use Google Colab (80% of the time) or for when I need something more persistent, Google's Compute Engine running a deep learning virtual machine (VM). Colab usually suffices for short-to-medium size experiments but when you need to step things

Machine Learning

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

Putting the engineer back in machine learning engineer

Machine Learning

Introducing the 2020 Machine Learning Roadmap (still valid for 2021)

Note: If you're coming to this post in 2021 and thinking, "hmm, I wonder if this is still valid?", it is! The main concepts in the video/roadmap are still valid however you may notice some website changes to sites listed throughout (e.g. they've had a design change). If

Machine Learning

"How'd you get started with machine learning and data science?" | Interview with Ken Jee

My answers to a series of questions about starting to learn data science/machine learning, how I got a job in the field and more from an interview Ken Jee.

Machine Learning

"How can a beginner data scientist like me gain experience?"

I've done some courses, what do I do now? Hint: touch the stove.

Machine Learning

How I got TensorFlow Developer Certified (and how you can too)

I decided to get TensorFlow Developer Certified. So I set myself up with a curriculum to sharpen my skills and took the certification exam a couple of days ago. Turns out, I passed.

Machine Learning

My Machine Learning Curriculum for May 2020: Getting TensorFlow Developer Certified

1 Python book + 1 machine learning books + 1 machine learning course + 30(ish) days == TensorFlow Certified.

Machine Learning

How to learn machine learning and improve your health at the same time

Here’s a new rule: If your model is moving, you’re moving.

Machine Learning

Replicating Airbnb's Amenity Detection with Detectron2

A rip-roaring ride through the design, building and deployment of a custom machine learning project.

Machine Learning

My machine learning course got pirated

If you stumble across a free version of my course, I hope you enjoy it, don't feel guilty for using it, it's yours as much as mine.

Communication

How to Think About Communicating and Sharing Your Work

Got technical skills? Good. Here's how you can communicate them.

Machine Learning

Learning something new? Don't try and boil the ocean

Does someone need to know the inner workings of a combustion engine to learn how to drive a car? Of course not. You get in, you realise there’s a wheel, two or three pedals, a gear stick which you set to D (for drive) and then a collection of

Getting Started

Suck at something new

Dave and I had an idea once. We were driving down to the beach. On the way, we stopped by waterfall with the rope swing. I was supposed to be doing university work and Dave was supposed to be working at the bank but we couldn’t care. Adventure awaited.

Learning

How long does it take?

My physics teacher had a saying. Every time we’d ask a question which had many different possible answers, he’d say, “how long is a piece of string?”. Being physics students someone eventually realised the length of any piece of string is twice half its length. So from then

Learning

Which Python, machine learning, data science course is best?

Someone sent me an email the other day asking which Python course would accelerate their learning the most. It’s a tough question, because there’s many different courses out there. What makes it harder is most of them are good, follow them and you’ll learn something. When I

Machine Learning

Getting your computer ready for machine learning: How, what and why you should use Anaconda, Miniconda and Conda

What are Anaconda, Miniconda and Conda? How do you create a Conda environment for machine learning? Why should you use them? This article will show you.

Machine Learning

A 6 Step Field Guide for Building Machine Learning Projects

Have data and want to know how you can use machine learning with it? Read this.

Data Science

5 Beginner Friendly Steps to Learn Machine Learning and Data Science with Python

"I want to learn machine learning and data science, where do I start?" Here.

Machine Learning

6 Techniques Which Help Me Study Machine Learning Five Days Per Week

I studied machine learning every day for 9-months, then got a job. How? Like this…

Machine Learning

The Hundred-Page Machine Learning Book Book Review

The start here and continue here of machine learning. 100-pages in 10-minutes. You ready?

Machine Learning

12 Things I Learned During My First Year as a Machine Learning Engineer

Being your own biggest sceptic, the value in trying things which might not work and why communication problems are harder than technical problems.