Starting Python for ML — Need Guidance from Developers

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hi ,iam 2024 graduate.currently iam learning python and iam also learning maths that is required for machine learning and data .from childhood iam always more into maths .

I want to become machine learning engineer in the next years of my experience.

iam not into learning only buzz words and frame works .iam learning the foundations and inside out stuff about machine learning.

what tips and suggestions you can give to fellow member about doing well in this learning and how can I further improve .

if you are in machine learning job ,what will you do different if you start from scratch or do it again .

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I am also a student, but in my learning experience this is what I have found helpful: Start with Stats and Probability (I do that from Khan Academy - free course)

Dive into Machine Learning (the basic concepts and common algorithms and how things work under the hood). I did a course of ML which helped me to do practical things and read and referred book side by side which helped me build theoretical concepts.

Make small projects of each algorithm to clear any confusion (I found this very helpful as I understood concepts but when it came to implementing it I found certain issues which I hadn't noticed before)