The Five Levels of Machine Learning Projects

Welcome to Gratitude Driven, a weekly newsletter where I share practical ideas and insights across personal growth, professional development, and the world of AI and data science.

In This Newsletter

• The Next Chapter for Gratitude Driven

• The Five Levels of Machine Learning Projects

The Next Chapter for Gratitude Driven

Unlike many content creators, I am in the lucky position of having too many ideas. Inspiration strikes often, which tends to pull me in many directions at once.

But ultimately, the point of my content is to help you all in any way I can. So, I want to get your feedback on how I can best do that.

I would be incredibly grateful if you could spare 5-10 minutes to complete this brief survey. Your feedback will help me understand your goals, interests, and challenges more deeply.

Fill out the survey here.

Thank you! <3

The Five Levels of Machine Learning Projects

I often hear that newcomers to the field are not totally sure what level of project is good enough to get a job. The projects we do in school or when just starting out clearly aren’t sufficient, but we also don’t know what steps are required to build something “professional.” It can feel really overwhelming.

My new video is about exactly this question, and lays out five levels of projects from absolute beginner to frontier research, so you can see how to incrementally make progress that adds up to building something really impressive.

Or, you can read the blog version here.

Want to chat 1:1? Book time with me here.

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