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Alex Aitken

Technical and Engineering Leadership, Coaching, and Mentorship

Intro to Machine Learning: Multiple Linear Regression

November 3, 2025 By Alex Leave a Comment

In the last post, we explored simple linear regression, where one feature predicts one target. That single line already gave us pretty good …

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Intro to Machine Learning: Simple Linear Regression

October 27, 2025 By Alex Leave a Comment

When I first thought about machine learning, it seemed like a scary topic. Coming from product engineering, I often heard about models, …

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Interviewing as an Engineering Leader

January 30, 2025 By Alex Leave a Comment

I've been through my fair share of engineering interviews over the past few years. I've looked at large companies and smaller start-ups like …

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Managing Low Performers

January 23, 2025 By Alex Leave a Comment

It's hard when you have someone sandbagging your team. The underperformer is dragging everyone down with their performance - but it's also …

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Getting Docker, React, .NET Core, Postgres, and Nginx Playing Nice

August 14, 2024 By Alex Leave a Comment

I wanted to write a short article on how to get all four components working so you don't need to install a bunch of libraries on your …

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What Makes a Good Software Engineering Manager?

August 8, 2024 By Alex Leave a Comment

We've considered what we value as an engineering manager (or leader). How can you do performance appraisals without a concrete framework for …

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“Am I There Yet?” Said an Engineer

July 19, 2024 By Alex Leave a Comment

How do you know if you're ready to switch careers and become an engineering manager? That question has been asked often since I made the …

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The Power of Communication

October 30, 2023 By Alex Leave a Comment

top view photo of people near wooden table

Recently, I had a small debate with other leaders on the impact of communication and its role across the team. We debated that repeating …

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Product Engineering Strategy

October 19, 2023 By Alex 1 Comment

An engineering strategy goes beyond your OKRs (if that's what you use for goal setting). It goes into where you want the organization to be …

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About the author

Alex is a technology and engineering leader focused on machine learning, data platforms, and scalable product development. He enjoys building high-performing teams and sharing practical lessons from the field. Read More…

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Recent Posts

  • Intro to Machine Learning: Multiple Linear Regression
  • Intro to Machine Learning: Simple Linear Regression
  • Interviewing as an Engineering Leader
  • Managing Low Performers
  • Getting Docker, React, .NET Core, Postgres, and Nginx Playing Nice

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