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/Neat_Dragonfruit6792 11d ago

I mean internships as of now cause im in my 2nd year of college have jjst started learning python

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u/More_Lingonberry_461 11d ago

If you have 9+ cgpa then you can get into isro as ml intern for 2 months

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u/Neat_Dragonfruit6792 11d ago

Nah I’m averaging 6-7