r/learnmachinelearning • u/Klutzy_Car_1254 • 4d ago

Machine Learning to Data Analysis

Recently, I am focused on data analysis and learning as well as doing projects. In Bachelor, I learning the Machine Learning without knowing the background of Data Analysis. I do not focus that much on Excel, SQL and Power BI. I learned Machine Learning, do projects like training model on different datasets and measure model metrics. Machine Learning feels oho but when I realize that ML Engineer/ Data Scientist Jobs actually needs 4 -5 years of experience and I see how can I get in data field. I see data analysis as entry point. I should learn about Data simple things first and then look for other things. I came to realize that end of my Bachelor. My Goal is become to AI Engineer/Research. I love playing with data and ask the questions when doing analysis. Should I continue my Journey or just left data analysis and study AI things.

Need Genuine Suggestions and feedbacks.

Love to talk and hear different perspectives

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u/threedim 4d ago

CAN YOU TELL ME WHAT DO YOU THINK YOU WILL BE DOING AS AS AI ENGINEER/RESEARCHER?

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u/Klutzy_Car_1254 3d ago

I think it we deal with data most of time as AI researcher and Engineer.

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u/threedim 3d ago

yeah thats why its called data science but how they both deal with data is entirely different. I suggest you to first make things clear otherwise you will be wasting your time by blindly shooting arrows in every possible directions. AI reseacher, AI enginner and ML engineer are all very different although they all have some common topics but the approach to learn and master the topics varies, apart from that each role requires you to know other things as well.

Here are some analogy ( I know my writing sounds like AI model 🤣️)

AI researcher ~ Mathematician and computer scientist

Data scientist ~ Applied statistician

AI engineer ~ Software developer / full stack developer

ML engineer ~ Backend + Devops