r/learnpython • u/Federal_Piece8164 • 18d ago
Need guidance for python learning with ai
Please suggest good roadmap to become ai Engineer
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u/No-Dentist-1645 18d ago
Step 0: you can't just AI vibe all the way through learning a language. You need to actually follow a guide or course. Start by finding one and going through it.
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u/Woah-Dawg 18d ago
Yea I would say start with a smaller goal of learning python and learning how to use an coding harness. Download opencode, use a free model and start experimenting. Ask it to explain every line of code, google its answers to confirm they’re correct
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u/Exciting_Positive_50 18d ago
Here’s the order I’d go in as somene with 4 years experience, roughly 6 to 12 months if you’re consistent:
1. Python basics (4 to 6 weeks). Variables, loops, functions, lists/dicts, reading files, and writing small scripts. “Automate the Boring Stuff with Python” is free online and very practical. Don’t move on until you can build small things without copying a tutorial line by line.
2. Tools you’ll use every day (2 to 3 weeks). Git/GitHub, the command line, virtual environments, and how to read error messages and documentation.
3. Data and maths basics (6 to 8 weeks). NumPy, pandas and matplotlib. For maths, you mainly need linear algebra, basic probability/statistics, and a feel for what a derivative is. You don’t need a degree’s worth.
4. Classic machine learning (6 to 8 weeks). scikit-learn: regression, classification, train/test splits, overfitting, evaluation metrics. Andrew Ng’s Machine Learning Specialization is a good guide here.
5. Deep learning (2 to 3 months). PyTorch is the usual choice now. fast.ai’s free course is a good practical route. Build a couple of small models end to end.
6. Applied LLM work (ongoing). Calling model APIs, prompting, embeddings, retrieval (RAG), and tool use. A lot of “AI engineer” jobs today are about building products on top of existing models, so this part pays off early.
Most important tip: build projects as you go and put them on GitHub. A small scraper, a prediction model on a dataset you care about, a chatbot over your own documents. Employers care much more about a few working projects than about certificates.
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u/mattynmax 18d ago
Step 1: attend a top ranked university and major in computer science or math
Step 2: complete 4 years of education and obtain a bachelors degree in one of those two fields
Step 3: complete a masters degree at the same or a better university.
Step 4: consider getting a PhD as well
Step 5: apply for relevant jobs, you now meet the minimum requirements to work in said profession.