Computer Vision Roadmap [UPDATED 2023] | How to become a computer vision engineer

Roadmap: bit.ly/ComputerVisionRoadmap
An extended version of this roadmap is available in my Patreon: / computer-vision-88939921 😃🙌
🎬 Timestamps ⏱️
0:00 Intro
0:41 Fundamentals
2:04 Basic Machine Learning
4:49 Specialization
8:28 Software skills
12:10 Grow your skills
16:13 Outro
🌍 Community 👥
Join our Discord server: / discord
Support me on Patreon: / computervisionengineer
#python #computervision #computervisionroadmap #learncomputervision

[@bbittera1425]

brilliant video. aspiring CV engineer here, still doing my BSc in CS. This has been immensely valuable as a guide for what skill I need to work on besides my university modules.

[@Korea-Lens]

amaaaazing conscise content. tyvm looking forward to checking out all your content

[@arjitgautam365]

This was really helpful. You explain things in a really easy-to-grasp way

[@StaMariaRock]

Que grande que eres Felipe! este roadmap va a ser suuuuuuper útil para mucha gente, gracias por el contenido y sigue asi hombre!

[@ComputerVisionEngineer]

Muchas gracias por tu apoyo!! 😃💪

[@garrychristianwhardaya7986]

Just what I need. Thank you!

[@lanreuzamere4994]

Great one Philippe! Awesome!!

[@ComputerVisionEngineer]

Thank you! Glad you enjoyed it! 😃

[@user-ie4li9xj2v]

Thank you very much. My teacher basically don’t have time to guide me in my studies, so I have been very confused about the learning path. Your video is like a beacon in the fog.

[@ComputerVisionEngineer]

😄 Thank you! So glad you find it helpful! 😃🙌

[@hasanuzzamananuz8270]

Really I much more appreciate your time and hard work, very curated and in-demand guideline.

[@grownup3753]

As a Computer vision engineer myself I can say that this roadmap is near accurate.

[@Niranga.555]

Hey, Thank you for updating the Roadmap. Really important. Thanks again to your great effort.

[@ComputerVisionEngineer]

You are welcome! Glad you enjoyed it! 😃

[@yuqianglin4514]

I am seeking for my PHD project related with computer vision recently, this brilliant video helps me a lot! Really appreciate for your effort Felipe!

[@ComputerVisionEngineer]

You are welcome!! Best of luck with your project! 😃🙌

[@hazema.6150]

Really appreciate your time and effort Felipe, this indeed is much better than the previous road map video. May Allah bless you dear and guide you to His straight path just like you guided us in our computer vision path.

[@ComputerVisionEngineer]

Glad you enjoyed it! Thank you for your kind words and wishes. 😃🙌

[@ankitshaw2011]

Thankyou so much for the updated roadmap

[@ComputerVisionEngineer]

You are welcome! 😃🙌

[@mirabirhossain1842]

Thank you for the cool roadmap. Such clear explanation. And it is making me excited, because I am very close according to this roadmap. Only a few more things to learn for first computer vision jon. yay!

[@ComputerVisionEngineer]

Glad you enjoyed it! Best of luck finding your first job in computer vision! 😃🙌

[@mirabirhossain1842]

@@ComputerVisionEngineer ^_^

[@neharneharimran5990]

"👏 Thank you, Felipe, for the fantastic computer vision roadmap video! 🚀 It is helping me navigate this exciting field.Amazing work! 🙌

[@ComputerVisionEngineer]

You are welcome! So glad you enjoyed it!! 😊🙌

[@muhammadmidhat1141]

Thanks man Its really great

[@ComputerVisionEngineer]

Thank you! Glad you enjoyed it! 😃💪

[@Loicmartins]

Thank you so much for your work!

[@ComputerVisionEngineer]

You are welcome! 😃🙌

[@suphotnarapong355]

Thank you very much for sharing these meaningful words: 'Please pay attention because this is very, very, very important. These are the tools we use in order to solve these problems, but the important thing is not the tool we use. The important thing is the problems we are solving by using the tools.' These words have truly inspired me. And also, thank you for sharing the Computer Vision Roadmap. This information has been incredibly valuable to me and has helped me see the direction I need to take in the future. Thanks once again!

[@ComputerVisionEngineer]

So glad you find it helpful! 😊 Yeah, absolutely, the tools may be important but learning how to solve the problems is much more important! 😃💪

[@ComputerVisionEngineer]

Try my premium courses! 😃🙌😊 ● End-To-End Computer Vision: Build and Deploy a Video Summarization API bit.ly/3tyQX0M ● Hands-On Computer Vision in the Cloud: Building an AWS-based Real Time Number Plate Recognition System bit.ly/3RXrE1Y ● Machine Learning Entrepreneur: How to start your entrepreneurial journey as a freelancer and content creator bit.ly/4bFLeaC All my premium courses are available to the Computer Vision Experts in my Patreon. 😉 www.patreon.com/ComputerVisionEngineer

[@atatekeli9295]

Hi Felipe, I really appreciate your roadmap and it helped me further to understand what should I do and about to deploy my second computer vision/ML project. What are the topics in Advanced mathematics for computer vision you recommend us to work on?

[@ComputerVisionEngineer]

Hey, there are many advanced mathematics topics which could be useful for computer vision. Calculus, linear algebra, differential equations, probability, information theory, optimization, etc. 💪💪

[@mja3145]

Very helpful insights

[@morteza02]

thanks a lot 🙏🌹

[@ComputerVisionEngineer]

You are welcome! 😃🙌

[@Ce_Lazca]

I've been a software engineer and feel like I pigeon holed myself in full stack web dev (JVM eco mainly). I have a fascination with low level dev and wish to pivot back into C/C++ in robotics field. This was a great vid and I will begin looking at resources to make it happen.

[@techradar6787]

Brilliant ❤❤❤

[@ComputerVisionEngineer]

Thank you!! 😊🙌

[@SWAY222]

Hi Filipe, Thank you soo so much for posting this insightful video on Computer vision. I am pursuing a PG Certificate course in Advanced Machine learning and AI. Your videos are helping me with a clear guidance. Wish you all the best in life. Regards Smriti

[@ComputerVisionEngineer]

Thank you for your kind wishes. I am glad you found the content useful! 😃🙌

[@adrian_maulana3404]

Thanks bro

[@nabsgo]

I am going to start from scratch at 40 years old. thanks to your video. i'll get back to you guys in a couple of months hopefully to let you know if i acheived my goals. thanks again good luck to all of you.

[@ComputerVisionEngineer]

Sounds awesome!! So glad the content is helpful! Let us know how it goes! 😃💪

[@HamzaKi-nl4gl]

wish you all the best.

[@jorgeluisg]

Hola Felipe, que tal todo? Ando haciendo un proyecto de detection and tracking, apenas estoy creando el dataset. Es para personas pero desde una perspectiva como si la camara estuviera en el techo y lo se ve es la cabeza y los hombros. Al momento de anotarlas deberia tomar en cuenta los hombros tambien o solo la cabeza? Saludos!

[@ComputerVisionEngineer]

Hola, yo creo que tomaria todo, cabeza y hombros.

[@jorgeluisg]

@@ComputerVisionEngineer muchas gracias Felipe!

[@MyHomeExperiments]

Hello Felipe, it's a great roadmap. Is the low level programming path same as becoming an embedded software engineer?

[@ComputerVisionEngineer]

Thank you! Not quite the same. Low-level programming / electronics in computer vision shares some similarities with embedded software engineering, as both involve working closely with hardware. However, the focus of low-level programming in computer vision is primarily on optimizing algorithms for visual data processing, whereas embedded software engineering can span a wider range of applications beyond computer vision. 🙌

[@nguyenthehoang9148]

Hi The diagram's object detection full course is mistakenly linked to the image classification full course. :D Please check it!

[@ComputerVisionEngineer]

Thank you so much for the heads up!!! It is fixed now! 😃🙌🙌

[@yusupovazamjon]

thanks it was very helpful for me

[@ComputerVisionEngineer]

You are welcome! 😃

[@krs7936]

Hey! I'm thinking to learn ML and computer vision. Which is best, as you said in video did pytorch catch-up? Also if implementing this framework to automation industry which would be better?

[@ComputerVisionEngineer]

Hello, you would like to know which machine learning framework is better? Personally, I don't have preferences. I think any machine learning framework would be ok. 🙌

[@anilsharma32g]

You are Great Sir

[@ComputerVisionEngineer]

Thank you for your support! 😃🙌

[@Claudio-tn2yg]

I’ve been a data analyst for two years now and I’m going to specialize with your help. Tks 😁

[@ComputerVisionEngineer]

😃 Sounds awesome! Glad the content is useful!! 💪🙌

[@oguapi]

Crack Felipe 🙌

[@ComputerVisionEngineer]

Gracias! 😄

[@anibalsancheznuma3133]

I'm a Software Engineer aspiring to start my path in Computer Vision. This video is really enlightening. I already know Python and to certaing degree some libraries like numpy, pandas and scikit-learn...I am also studying ML. After that what do you recommend me... jump directly into OpenCV???

[@ComputerVisionEngineer]

Yes, after that jumping directly to OpenCV is a good idea. 💪

[@bhavyasharma9784]

This video is a gem

[@ComputerVisionEngineer]

Thank you! 😃🙌

[@gustavojuantorena]

Gracias Felipe! Consulta, qué conocimientos de matematica crees wue es necesario pasa como CV engineer en la industria (no me refiero a investigar en el área). Saludos desde Argentina!

[@ComputerVisionEngineer]

Hola, tal vez álgebra lineal, cálculo y probabilidad, sean las materias más importantes. 🙌

[@gustavojuantorena]

@@ComputerVisionEngineer Gracias!

[@pankajjoshi8292]

sir playlist link

[@Edprods]

very cool

[@doresrs4520]

What are the entry level jobs for a self taugh computer vision enginee

[@ajaypatro1554]

for imagery (Remote Sensing)

[@anshulkalia8982]

A great roadmap, but please guide me whether I need to learn the tools or just start with basic machine learning tasks. I am really really confused please help me out. Please tell me whats the best and effective way to follow?

[@ComputerVisionEngineer]

Hey, I think it is up to you and your preferences. Personally, I prefer a roadmap based on problem solving and learn the tools along the way when I need them, but other people prefer to learn the tools first. It is up to. You could try start learning the basic machine learning tasks and see how it goes. 🙌

[@mini-momentclips]

You are amazing although I am not a native English speaker but love to watch your tutorial I am just a beginner

[@ComputerVisionEngineer]

Thank you!! 😃🙌

[@MatzWerk]

Would you recommend a jetson nano over a coral tpu?

[@ComputerVisionEngineer]

Coral tpu is only useful to accelerate some specific architectures, with nvidia Jetson nano you can accelerate any type of architecture if not mistaken.

[@itaydagan7459]

Thanks! why you are not mention deep learning/CNN?

[@muhammadzakiahmad8069]

Came at the right time, just decided to specialize in Computer Vision.

[@ComputerVisionEngineer]

😃💪🚀

[@nguyethangvu9165]

Respect

[@mohamedshata5109]

really appreciate the old road map was too sample and confusing ❤

[@ComputerVisionEngineer]

Yeah it was 😄. You are welcome! 😃🙌

[@genzprogrammer]

Hi, i was in search of a answer for a question. Think you can answer it. Q: What algorithm is used in YOLO ? It would be helpful if you consider answering. Thanks

[@ComputerVisionEngineer]

Hey, I think the answer to your question may be Yolo original paper. By reading the paper you will have a much more comprehensive overview of how Yolo works. 😃🙌

[@lennard3042]

I think i've gone to far down the programming madness, i was literally shouting from the joy of seeing this video

[@ComputerVisionEngineer]

😂 Glad you enjoyed it! 🙂🙌

[@ajarivas72]

@@ComputerVisionEngineer Great video. I am your fan. Is there a similar framework to *ULTRALYTICS* for sound and noise analysis, recognition and detection?

[@ComputerVisionEngineer]

@@ajarivas72 there are many Python packages to work with audio, depending on the type of analysis you are looking for

[@sanjairaj4391]

Hi Felipe and KZbin friends I have doubt how may days does it takes to learn and another question is do i need to study and master in all the software skills or any one is enough Kindly please answer this question .

[@ComputerVisionEngineer]

It is hard to say how much time it takes to acquire all the skills, as it depends on many factors. Regarding the software related skills, the more you know the better. 🙌

[@oilbender]

Is there a lot missiong from here in the extended version?

[@ComputerVisionEngineer]

In the extended version I show you many more specialization paths. 🙌

[@bibhutibaibhavbora8770]

Happy teachers day❤

[@ComputerVisionEngineer]

Thank you! 😃💪

[@sasanmir8122]

My lad can you please make a video on oriented object detection model such as yolov5 obb

[@ComputerVisionEngineer]

I will try to. 🙌

[@bitcode_]

i like this one

[@user-hz9ic2yj1h]

Best Teacher of computer vision (love from Pakistan🥰🥰)

[@ComputerVisionEngineer]

Thank you for your support! 😃🙌

[@Marcocandel9]

Thank you for sharing this! Unestimated value around this guide

[@ComputerVisionEngineer]

You are welcome! Glad you find it useful! 😃

[@Errors404]

By the time I've barely touched the neccesary basics of the roadmaps, how old will i be? Will i have more than 3 grandchildren by then😌

[@ComputerVisionEngineer]

You can go as deep as you want in each module 😃💪💪

[@peterhajj2107]

Do i learn this in electrical engineering?

[@ComputerVisionEngineer]

At some universities the electrical engineering program involves some computer vision.

[@peterhajj2107]

@@ComputerVisionEngineer is machine vision the same ?

[@bryanttello7142]

genial

[@ComputerVisionEngineer]

😃🙌

[@datawithtess]

How will will it take to learn?

[@ComputerVisionEngineer]

Do you mean how much time will it take to acquire all the skills? It is hard to say, but the more time you spend learning the skills the better! 😃🙌

[@Edprods]

پشماااااام

[@Tuoc_Nguyen]

I'm 27 years old this year, it's a bit late to start learning about it

[@ComputerVisionEngineer]

No, it is never late! 💪

[@Tuoc_Nguyen]

I sincerely thank you for the knowledge you have shared. Wish you always healthy@@ComputerVisionEngineer

[@darkwoodmovies]

Damn, you lost me at Python. But at least C++ works well of a lot of vision applications too.