17/04/2026 5:10 am
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I honestly feel so overwhelmed right now and I dont even know where to begin. I lost my job in Columbus last month and I have maybe $1500 left in my savings so I need to learn a new skill fast, like in the next two or three months. I really want to try and build a little AI app to help me sort through all my old paper medical files because they are a total mess but I look at all these coding websites and my head starts spinning. There are so many names like C++ and Java and I dont want to waste my time or money on the wrong one. Which programming languages are actually the most essential ones I need to learn for AI development?
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17/04/2026 5:10 am
Focus strictly on Python 3.12. Its the AI standard. Pick up OReilly Hands-On Machine Learning 3rd Edition to understand the actual technical implementation for your files.
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17/04/2026 5:35 am
Just catching up on this thread and honestly, I remember that feeling of being totally lost. I’ve been doing this for years now and I am so satisfied with how accessible things have become lately. To really build that medical file app without blowing through your savings, you gotta focus on a specific stack:
- Python is king for the logic, but you also need SQL. If you are sorting medical files, you need a place to put that data once it is processed. PostgreSQL 16 Relational Database is totally free and works well for keeping everything organized.
- Instead of trying to build an AI from scratch, which takes forever and costs a fortune, just learn how to hook into an existing one. I use the Anthropic Claude 3.5 Sonnet API for my own projects and it handles complex text summarization like a dream. It is much more cost-effective for a solo dev.
- For the actual coding environment, I’ve had no complaints using JetBrains PyCharm Community Edition. It catches your mistakes as you go which is huge when you’re starting out and your head is spinning. Dont spend that $1500 on a bootcamp. Use free documentation and maybe pick up Manning Publications Generative AI in Action if you want a solid guide that actually makes sense. You can totally get a prototype running in two months if you dont get distracted by the fancy stuff. Keep your head up, things start clicking faster than you think.
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17/04/2026 5:45 am
@Reply #1 - good point! but dont waste time on theory. Honestly, use Python with Google Cloud Vision API for OCR. It handles messy files faster than building your own models. Hang in there.
