Computer vision roadmap | How to become a computer vision engineer

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  • čas přidán 28. 08. 2024

Komentáře • 63

  • @ComputerVisionEngineer
    @ComputerVisionEngineer  Před 11 měsíci

    An updated version of this computer vision roadmap is available here: czcams.com/video/DalV5No4c_0/video.html 🙌

  • @ssaniljainn
    @ssaniljainn Před rokem +24

    I got rejected by 4 companies only because they wanted C++ as a requirement for CV roles. Before this, I was only aware of python and even did work and made projects in python.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +15

      Hey Sanil, C++ may be a very important requirement in some domains. Any project where the execution time and /or resource management are critical will have C++ as a strong requirement, for sure.

  • @nguyenthehoang9148
    @nguyenthehoang9148 Před rokem +5

    I like the idea that you emphasize the importance of software development skills. At the end of the day, working on ML & DL or any subsets of the field (e.g., computer vision) in production is a kind of software development work. Perhaps, only people doing research might not need software-related skills. As a person who just started learning this field, what I aim at is to showcase my projects to future employers; therefore, I have to learn some web dev skills to do end-to-end projects.
    However, it's nice to have linear algebra and calculus understanding; for example, when I heard the term images are a type of unstructured data, it was confusing, but seeing that an image is just a combination of 3 matrices made it much more familiar.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +5

      Yes, I agree. Web dev skills are very valuable to build user interfaces to showcase your projects. Also, if you are going to work in AI as a freelancer or in a startup, chances are that besides building the machine learning models you will need to handle the deployment, testing, and whatever-is-needed around those models. So docker, cloud dev, web dev, etc. are very important skills as well. 🙌

  • @arpitsinghal07
    @arpitsinghal07 Před rokem +9

    A good overview, surprised you did not mention learning convolutional neural networks using a deep learning framework like tensorflow/pytorch.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +11

      Hey! Tensorflow, Pytorch, and deep learning frameworks are implicitly included in the machine learning basics module. I kept the roadmap very high level. Maybe next time I can mention specific libraries/resources for all modules! Thank you for your feedback! 😃💪

    • @arpitsinghal07
      @arpitsinghal07 Před rokem

      @@ComputerVisionEngineer can't wait for more videos, keep up the good work🙂

  • @user-uz1gj6gj4x
    @user-uz1gj6gj4x Před měsícem

    Thanks !! Now I know that I am in right path

  • @sebastiangaviria9539
    @sebastiangaviria9539 Před 3 měsíci

    Me volví fan tuyo, qué capo, tus explicaciones son maravillosas. Gracias por todo tu trabajo, me inspiraste más a llevar mi carrera a otro nivel. Te saluda y agradece un Ingeniero Físico :D

  • @StaMariaRock
    @StaMariaRock Před rokem +2

    Amazing!!!! Thanks so much Felipe, always high-top videos

  • @ingluissantana
    @ingluissantana Před rokem +1

    Muchasssss gracias Felipe!!!!!

  • @amarsinhjadhav8156
    @amarsinhjadhav8156 Před 4 měsíci

    I hope this message finds you well. I'm currently working as a Data Scientist and considering specializing in either Natural Language Processing (NLP) or Computer Vision (CV) for my future career growth. I believe both fields have immense potential, but I'm seeking expert advice to make an informed decision.
    Could you please share your insights on the following(Please don't say both are important 😄 ):
    Which field, in your opinion, has better long-term career prospects?
    In terms of job opportunities, which field tends to have more openings and demand?
    Your expertise and guidance would greatly assist me in making a well-informed career choice.
    Thank you

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před 4 měsíci

      Hi, it is hard to say what will happen in the future, I think robotics is a field that will grow a lot in the next few years.

  • @nguyenthehoang9148
    @nguyenthehoang9148 Před rokem

    A common question for beginners might be whether a beginner should follow instructions for a tool-based approach (e.g., OpenCV, yolo tutorial, etc.) or should I follow a problem-based approach (e.g., seeing examples of problems and tutorials on how to solve them)?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +3

      Hey, that is a very good question! I like problem based because it makes you learn just the right amount of the tools you use, and you are focused on finding a robust solution with any tools you can find, which is a good way to approach a project. A tools based approach may bias you to learn how to use a tool instead of how to solve a problem, so when you are facing a problem you may try to fit it to the tools you are familiar with and by doing so you will not find the most optimal solution.
      On the other hand, a tools based approach usually makes the learning process faster; with problem based sometimes you end up inventing the wheel. 😅
      So maybe a good combination between the two is the best. 💪🙌

  • @Love_and_wisdom
    @Love_and_wisdom Před rokem +1

    Very useful. Thanks.

  • @latentbhindi837
    @latentbhindi837 Před 9 měsíci

    2:12 Fundamentals ke liye projects
    4:08 robotics low level
    8:38 ml using scikit learn
    13:23 bhagwaan waala level
    20:22 must haves for a developer

  • @eoinoconnor1924
    @eoinoconnor1924 Před 4 měsíci

    Mathematics basics you need to know 9:09

  • @jahnvisikligar7397
    @jahnvisikligar7397 Před rokem

    you are really doing a good job by educating ppl to become efficient CV Engineers. Looking forward to more video content on CV from your side.🙌🙌

  • @novojitdas3997
    @novojitdas3997 Před rokem +1

    Brother, can you suggest some books you followed?

  • @nataliekitiengwong5265
    @nataliekitiengwong5265 Před měsícem

    Hello Felipe, thanks for sharing the knowledge! Do you think it is possible to be a CV Engineer without a CS degree? if possible, how do you get there without a CS degree?? Thank you so much!!!

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před měsícem

      Hello, yes I think it is possible, work on many computer vision projects! 💪💪

  • @Mehrdadkh87
    @Mehrdadkh87 Před 10 měsíci

    Best Intro.

  • @SebaV239
    @SebaV239 Před rokem

    Muchas gracias por el video! Sos Argentino? Estudié 3 años en UTN Ing. Electrónica (me dio muy buen nivel en C/C++ y Python) el título es muy importante?? Hoy trabajando en un proyecto con video de CCTV en C#. Recomendás open CV en C++ cuestiones de velocidad? En qué plataformas recomendás buscar puestos? Quiero pegar un salto en mi carrera!! Gracias!!

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hola! Soy uruguayo! 🇺🇾 El título puede ser 'importante' dependiendo de la empresa a la que apliques. Aunque, personalmente, creo que en general se va volviendo cada vez menos importante. Recomiendo OpenCV en C++ en casos donde sea necesario optimizar la velocidad de ejecución y el manejo de memoria. Sobre en qué plataforma buscar puestos, desde hace mucho tiempo trabajo como freelancer, por lo que tal vez no sea el más adecuado para aconsejarte en este punto. Te deseo suerte en tu carrera! 😃🙌

  • @mh47saiyyad21
    @mh47saiyyad21 Před rokem

    Thankyou sir

  • @orangemachinevision
    @orangemachinevision Před rokem

    That is great

  • @fernandobeniteshuamani1147

    Thanks for your recommendation on this. I am a final cycle electronic engineering student, and I am looking for an area in which I can specialize. I was wondering if you could recommend me which of these two options has better job offers: "computer vision" or "signal and image signal processing", best regards.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +2

      Hey Fernando, I think both of them have pretty much the same amount of job offers. From my perspective "computer vision", "signal processing", "machine learning" or even "applied mathematics", they are just different ways to call exactly the same type of jobs. So there is not really a big difference between them. 💪🙌

    • @fernandobeniteshuamani1147
      @fernandobeniteshuamani1147 Před rokem

      I appreciate it so much, I will be attentive to your next videos!!

  • @chandrangshusarkar6070
    @chandrangshusarkar6070 Před 11 měsíci

    Please suggest a course for computer vision engineer in your channel

  • @user-sp1ps6iy6c
    @user-sp1ps6iy6c Před 8 měsíci +1

    First tell what is computer vision ? And Why there 1000 job titles in computer field ?

  • @oguapi
    @oguapi Před rokem

    Gracias por la información.

  • @ParvezKhan-uo7tt
    @ParvezKhan-uo7tt Před rokem

    Hello sir,
    I am working as a software developer in the automotive domain. I want to learn Computer vision for the automotive domain. Apart from the things you said what else do I need to learn. Till now I have completed Python and have good command and now starting OpenCV.
    Do I also need to learn about the Deep learning concept?
    Thank you.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +1

      Hey Parvez, sure deep learning is important! I would say also focus on object detection, image segmentation and depth estimation! 💪🙌

  • @rakeshkumarrout2629
    @rakeshkumarrout2629 Před rokem +1

    this is really useful.Where can we get research papers in Deeplearning computer vision and GAN.Kindly help.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem +1

      Hey Rakesh! paperswithcode.com is definetely a good site to get research papers in deep learning, computer vision and GANs! 😃💪

  • @yashajitsaria3348
    @yashajitsaria3348 Před rokem

    can you provide resources for the mentioned modules, please?

  • @itheblackwolfofmyfamily

    Do you mind posting Computer Vision course using C++? Thank you in advance!

  • @MILANCHANDVK
    @MILANCHANDVK Před 11 měsíci

    Brother i have Diploma in Mechatronics and PG Diploma in Data Analytics and AI. I could apply for CV jobs right?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před 11 měsíci

      Yes, I think you could apply. Also, I was recently told by a technical recruiter that given that my educational background is on Electrical engineering, which is a field not related to it, a certification in machine learning (from aws, Google cloud, or azure) is a plus when applying for a machine learning job. Given that your background is on mechatronics, the same could apply to you.

    • @MILANCHANDVK
      @MILANCHANDVK Před 10 měsíci

      @@ComputerVisionEngineer Also how to get CV jobs as a fresher fast?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před 10 měsíci

      @@MILANCHANDVK I will try to make a video about it

  • @ZakariyaYahya-do5xq
    @ZakariyaYahya-do5xq Před rokem

    I am an IT major can I still be computer vision engineer?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Sure! With a background in IT you can definitely transition to computer vision engineering. What type of IT is it? Software development?

    • @ZakariyaYahya-do5xq
      @ZakariyaYahya-do5xq Před rokem

      @@ComputerVisionEngineer Yes. We had courses such as Python, OOP, a web development course, software engineering, database development, NLP, web application development, and IoT development.

  • @fatimaezzahrakhalloufi2164

    can I find computer vision engineer jobs in remote??

  • @visionmorgan9940
    @visionmorgan9940 Před rokem

    Can you recommend some online classes for computer vision engineer

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Před rokem

      Hey, well I have added some resources in the description of this video. What type of online classes do you mean?