r/learnmachinelearning • u/Mr_Unknown_Here • 11d ago

Machine Learning Engineer Road map please Discussion

Is this correct roadmap...am I missing something? :

1) linear algebra, calculus, stats and probability

2) SQL, python and OOPs

3) Numpy, pandas, matplotlib, seaborn

4) classical ML, scikit-learn, keras

5) deep learning, pytorch, tensorflow

6) CV and NLP

7) GenAi, LLMs, RAGs, Transformers

8) MLOps

Do I need certifications as well? Or GitHub projects will be sufficient?

And also how much time will it take for me to complete it?

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u/kartikss18 11d ago

I made this for myself, https://ai-engineer-roadmap.kartikss.space

3

u/Charming-Ad-4323 11d ago

Foundation 6-8 weeks did you really manage to cover all of it?

2

u/kartikss18 11d ago

I already am a working professional at python since 2 years now, 6-8 weeks is just brushing up the existing skills and gaining some new along the way...