Transitioning from Software Engineering to Machine Learning Engineering

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  • Опубликовано: 20 сен 2024

Комментарии • 26

  • @TensorFlow
    @TensorFlow  Год назад +12

    Are you considering making the shift from SWE to MLE? Have any questions? Drop them in the comments below!

    • @nurujjamanpollob6918
      @nurujjamanpollob6918 Год назад

      Studying machine learning engineering. I will definitely be considering MLE.

    • @abhianand77
      @abhianand77 Год назад +3

      Yes, I want to switch by how to have working experience, as most tech companies ask for prior experience.

    • @InsideFact1
      @InsideFact1 Год назад

      Need more tutorial end to end machine learning engineer with docker, github, gcp, etc

    • @abhilashjoy
      @abhilashjoy Год назад +1

      I’m switching from Chemical Engineering and now doing a PG program from UT Austin in AIML.

    • @ankitmhaske3507
      @ankitmhaske3507 Год назад

      Why tensorflow removed the gpu training support on windows? Big 😓

  • @boxes8652
    @boxes8652 Год назад +6

    I never expected a video to suddenly solve my dilemma of SWE vs MLE that has been going on for a few days now. Superb!

  • @skoppisetti
    @skoppisetti Год назад +15

    I made the transition just a few years and I can relate to everything you said. The biggest adjustment I had to make was in the delayed gratification of your efforts. You will never know if all the countless hours you spend on experimenting with an idea will ever come to fruition in contrast to my software eng. days I knew what I was aiming for and exactly how to get there.
    I lead an ML team today and I think I try to use the advice you gave. My mantra is "Try and fail rather than not trying at all". The number of experiments is a measure of performance rather than the number of successes.

  • @dartneer
    @dartneer Год назад +3

    This is probably the best video and should be the first video every SWE watches before diving into the world of ML. Thank you. Thank you! x3

    • @TensorFlow
      @TensorFlow  11 месяцев назад

      Glad it was helpful, share it with a friend if you think they could benefit from watching!

  • @DK-ox7ze
    @DK-ox7ze 8 месяцев назад +1

    Great insights. I am an experienced software engineer and learning machine learning currently. I want to transition to ML full-time, but I’m wondering how the levelling looks like after that? Will I have to start from entry level ML job? How did it look like for you?

  • @andriipcreate
    @andriipcreate Год назад +3

    Im a data engineer, and I also study ML in the cloud. If it's needed I can proceed in this domain, it is very exciting.

  • @wayne7936
    @wayne7936 9 месяцев назад +3

    As a professional software engineer working on personal machine learning projects, this just gave me a huge "ah ha" moment. Even on small projects, your mindset has to shift. 🙏🙏

    • @deepanshurathi7874
      @deepanshurathi7874 4 месяца назад

      Hi, I also want to do this to become a more ML-aware Backend developer. What kind of projects are you working on and how did you start learning ML. I don't want to go through all those 101 courses and bore myself. any good suggestions?

  • @pevprague6137
    @pevprague6137 Год назад +2

    This video is great. The biggest issue with ML is that there is basically no modularity. As soon as the output of one model is changed (dimensionality, non-linear output values transformation, ...) and the output is an input for another model/s, the entire cascade of models needs to be retrained. (which is time-consuming and brings a lot of trouble when re-adjusting dependent models).

  • @ahsanmohammed1
    @ahsanmohammed1 4 месяца назад +1

    I have two sons in the University of Toronto.
    One in computer science
    One in computer engineering
    Both intend to do a two year masters
    What should they do in AI in their masters, other than ethics and cybersecurity?
    Provide five areas to choose from.
    Thank you.

  • @mrfancytanks8700
    @mrfancytanks8700 9 дней назад

    What does one need to do in order to land their first role as an MLE? (Assuming one has studied machine learning and is a SWE)

  • @pedramezzati8316
    @pedramezzati8316 3 месяца назад

    great , I am more clear about it , but still I dont know should I move to MLE or I should continue working as SWE ?

  • @julbak01
    @julbak01 Год назад +1

    Any tips for switching from classic computer vision to ML-DL? I've been reading the State of the Art papers and other videos.

  • @user-wr4yl7tx3w
    @user-wr4yl7tx3w Год назад +1

    Great content. Like to see more content like this.

  • @danielagyapong3051
    @danielagyapong3051 Год назад

    Great insights 🚀🚀

  • @EquinoXReZ
    @EquinoXReZ Год назад +4

    Well now I don’t want to become a ml engineer 😂