Computer vision roadmap | How to become a computer vision engineer

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  • Опубліковано 26 гру 2024

КОМЕНТАРІ • 64

  • @ComputerVisionEngineer
    @ComputerVisionEngineer  Рік тому

    An updated version of this computer vision roadmap is available here: ua-cam.com/video/DalV5No4c_0/v-deo.html 🙌

  • @ssaniljainn
    @ssaniljainn Рік тому +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  Рік тому +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 Рік тому +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  Рік тому +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. 🙌

  • @latentbhindi837
    @latentbhindi837 Рік тому

    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

  • @arpitsinghal07
    @arpitsinghal07 Рік тому +10

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому +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 Рік тому +1

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

  • @DeeprajAutade
    @DeeprajAutade 5 місяців тому

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

  • @StaMariaRock
    @StaMariaRock 2 роки тому +2

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

  • @sebastiangaviria9539
    @sebastiangaviria9539 7 місяців тому

    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

  • @ingluissantana
    @ingluissantana 2 роки тому +1

    Muchasssss gracias Felipe!!!!!

  • @Love_and_wisdom
    @Love_and_wisdom Рік тому +1

    Very useful. Thanks.

  • @nguyenthehoang9148
    @nguyenthehoang9148 Рік тому

    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  Рік тому +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. 💪🙌

  • @Tothefutureand
    @Tothefutureand Рік тому

    Best Intro.

  • @eoinoconnor1924
    @eoinoconnor1924 8 місяців тому

    Mathematics basics you need to know 9:09

  • @adriennelu8304
    @adriennelu8304 2 місяці тому

    Hi, thank you for putting these together! I don't have a STEM education background since high school so my foundations are weak. I found resources on math and have plans to catch up. How about physics? The video mentioned electronics and that CV will eventually have something physical involved. Should I start with high school physics? Thank you in advance.

  • @mh47saiyyad21
    @mh47saiyyad21 Рік тому

    Thankyou sir

  • @amarsinhjadhav8156
    @amarsinhjadhav8156 8 місяців тому

    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  8 місяців тому

      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.

  • @orangemachinevision
    @orangemachinevision Рік тому

    That is great

  • @novojitdas3997
    @novojitdas3997 Рік тому +1

    Brother, can you suggest some books you followed?

  • @nataliekitiengwong5265
    @nataliekitiengwong5265 5 місяців тому

    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  5 місяців тому

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

  • @chandrangshusarkar6070
    @chandrangshusarkar6070 Рік тому

    Please suggest a course for computer vision engineer in your channel

  • @SebaV239
    @SebaV239 Рік тому

    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  Рік тому

      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! 😃🙌

  • @fernandobeniteshuamani1147
    @fernandobeniteshuamani1147 Рік тому +1

    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  Рік тому +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 Рік тому

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

  • @oguapi
    @oguapi 2 роки тому

    Gracias por la información.

  • @yashajitsaria3348
    @yashajitsaria3348 2 роки тому

    can you provide resources for the mentioned modules, please?

  • @Ibrahim-k8v3x
    @Ibrahim-k8v3x Рік тому +1

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

  • @itheblackwolfofmyfamily
    @itheblackwolfofmyfamily Рік тому

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

  • @rakeshkumarrout2629
    @rakeshkumarrout2629 2 роки тому +1

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  2 роки тому +1

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

  • @ParvezKhan-uo7tt
    @ParvezKhan-uo7tt Рік тому

    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  Рік тому +1

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

  • @MILANCHANDVK
    @MILANCHANDVK Рік тому

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      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 Рік тому

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

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

  • @fatimaezzahrakhalloufi2164
    @fatimaezzahrakhalloufi2164 Рік тому

    can I find computer vision engineer jobs in remote??

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Yes, sure! It is possible to find remote jobs as a computer vision engineer. 😃💪

    • @fatimaezzahrakhalloufi2164
      @fatimaezzahrakhalloufi2164 Рік тому +1

      @@ComputerVisionEngineer can you give me some plateformes to find it i need it 🙏

  • @ZakariyaYahya-do5xq
    @ZakariyaYahya-do5xq Рік тому

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

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      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 Рік тому

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

  • @visionmorgan9940
    @visionmorgan9940 Рік тому

    Can you recommend some online classes for computer vision engineer

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

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

  • @jahnvisikligar7397
    @jahnvisikligar7397 Рік тому

    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.🙌🙌