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3 massive upgrades for anyone building software: 1. Start using Development Containers. They work across IDEs, making your life 10x easier, especially if you work with a team or want to run your projects on multiple computers. You can configure a Dev Container with everything you need, install libraries, set environment variables, and even install plugins you want to use on your IDE. Anyone using this container will have access to the same exact environment. When you delete the container, everything that came with it disappears. 2. Start using "uv" to manage your Python environments. This is probably the biggest upgrade I made during 2024. Forget about poetry, conda, venv, and anything else. UV is the best, and it's not even close. UV is faster, easier to use, and has great documentation. 3. Start using "just" to create recipes to run project-specific commands. This easily saves me 1+ hour daily of remembering specific commands or sequences. For example, I'm constantly running an MLflow server like this: $ uv run -- mlflow server --host 127.0.0.1 --port 5000 Instead, I can create a recipe using "just" and run it like this: $ just mlflow Faster, easier to remember, and prevents mistakes. In summary: 1. Dev containers 2. uv 3. just

The best Machine Learning Engineering cohort you'll ever take starts tomorrow. This will take you 3 levels up from wherever you are. If you think AI will replace engineers by the end of this year, don't join. Keep playing games or whatever else you do for fun. If you want to build the skills that will put you on top of the world for the next few decades, join here: ml.school.

I teach a live, interactive Machine Learning Engineering program to help you build production-ready systems from the ground up. The next cohort starts on Monday. • 20+ hours of live classes • Hands-on practice with an end-to-end system implementation • Open-source tools • Build once, deploy anywhere Students from Google, AWS, Netflix, and other top companies. More than 1,500 graduates. Best engineering program online.

I quit my job to become a full-time writer on Twitter. Today, I make 350% more money than I ever did as a Machine Learning Engineer. Think about that for a second! I spent 20+ years working as an engineer and left everything behind to write and teach online. Building an audience changed my life, and I want to share some of the principles that helped me get here. I'm not successful because of my ideas but because my process helps me stay consistent and get the most out of them. I use @typefully to write and schedule most of my content, as well as to cross-post on X and LinkedIn. I tried many scheduling tools but stopped looking when I found @typefully. Nothing else comes close. (Read until the end. There's a massive opportunity for you.) I write in short bursts. Whenever I'm inspired, I write as much as I can. You may think I always have something to say, but that's false. I attribute most of my success to how much time I spend on my writing. Here are the three most important secrets I have to share: First, I spend 90% of my time writing the first two sentences of my posts. Nothing else matters if I can't hook you in half a second. The more I invest in how my story starts, the better it does. Second, I never give you everything you want right up front. I withhold critical information you can only uncover by reading more. There will be an unexpected turn or a "something else" waiting for you. Third, if removing a word doesn't break my sentence, I remove it. The simpler I write, the more my content spreads. Complex writing goes nowhere. And, of course, AI helps! @typefully built Vesper AI, their own specialized model focused on helping users write better content. I use it to solve the biggest challenge I always have: How can I make my content punchier and shorter? That’s what AI is for! I appreciate the folks at @typefully reaching out and suggesting I speak about this topic. While I have a material relationship with them and their product, I'd promote them any day, any time. They have built one of the best products I use every day. The @typefully team will give my audience a 25% discount on their creator plan for a full year. Here is how you get it: 1. Reply to this post with the word "Typefully" 2. Retweet the post. We'll DM you the offer code. This is a great opportunity to start using the gold standard for writing content for X and LinkedIn: typefully.com.