Re: "> I was thinking like maybe there is..."

• I went through this exact same panic when I saw the math requirements for most stuff. I ended up grabbing Brilliant Premium Interactive Learning App because it feels like a puzzle game rather than a textbook. I used it on the L train for a month and it actually clicked. Quick tip: keep it cheap and just stick to the daily challenges before paying for anything big.

> I was thinking like maybe there is an app out there that works like Duolingo but for machine learning? Honestly, I totally get the brain melting feeling when you see calculus out of nowhere. If you want something that feels like a game but actually sticks, I spent some time with Sololearn Learn to Code and AI Concepts App and it is a decent, reliable starting point. It is basically the Duolingo of the tech world. It breaks things down into bite-sized bits so you dont get overwhelmed. Another safe choice is Brilliant.org Science and Math Interactive Learning which uses visual puzzles instead of boring equations. I like it because it builds intuition safely without making you feel like a failure for forgetting high school math. Just keep in mind that these apps teach the what and how but skipping the math eventually hits a wall. For now tho, those are your best bet for the commute.

Solid advice 👍

Building on the earlier suggestion, honestly its just ridiculous how these companies try to gatekeep basic knowledge. I have been in this space for years and it drives me crazy how everything is behind a massive paywall now. Most of these platforms just want your money while giving you zero actual depth.

• The so called beginner courses that expect you to have a PhD in math
• Subscription models that charge fifty bucks a month for stuff you can find for free
• Tech companies that care more about their stock price than actually teaching people I spent way too much money early on thinking I needed some fancy pro tier just to understand what a neural network was. In my experience, the industry has become so bloated with low quality junk that it makes it impossible for someone like you to just get a straight answer without being upsold on a three hundred dollar bootcamp. It is such a scam how they prey on the excitement of people just trying to learn something new.

Jumping in here because I totally get the math anxiety and wanting to save cash. If you are trying to stay under twenty bucks, honestly, you should probably just skip the paid apps for a bit and look at the free stuff first. It is way more reliable and usually updated more often by the actual tech companies.

• Go to YouTube and search for AI for non-techies or Machine Learning for absolute beginners. I saw a viral video once that explained the whole thing using just a piece of paper and some dots, it was way better than any paid app.
• Check the r/learnmachinelearning subreddit. They have a whole stickied thread for beginners that lists apps and free sites specifically for people who hate calculus.
• Search for Google AI for Everyone on their official website. It is a free series they made that breaks down the concepts without making you do math. Seriously, just search those terms and you will find everything you need for your train ride without spending a dime. Its a good way to test the waters and see if you actually like the subject before committing to a subscription.