Computer vision roadmap | How to become a computer vision engineer
Автор: Computer vision engineer
Загружено: 2022-11-03
Просмотров: 32561
0:00 - Start
0:20 - Who am I?
0:46 - Video roadmap
01:28 - Skills: 4 modules
2:04 - Fundamentals
3:46 - Robotics / low level programming
7:38 - Artificial Intelligence
13:02 - Advanced module
16:36 - Computer vision skills summary
20:11 - Software skills
27:36 - College degrees
28:24 - Any questions
Here are some resources you can use in order to lean each one of the modules I mention in the video:
1. Fundamentals:
===== Python =====
Python course: • Python Tutorial for Beginners - Learn Pyth...
===== OpenCV =====
OpenCV course: • OpenCV tutorial for beginners | FULL COURS...
OpenCV projects:
Beginner: • Computer vision beginner projects
Intermediate: • Computer vision intermediate projects
Advanced: • Computer vision advanced projects
2. Robotics / Low level programing
===== Electronics (basics) =====
Arduino course: • Arduino MASTERCLASS | Full Programming Wor...
Arduino projects:
• Arduino Coding for Beginners | How to Prog...
• How to make Robot Sumo
Jetson AI Fundamentals Course: • Jetson AI Fundamentals - S1E1 - First Time...
LEGO Mindstorms EV3 course: • LEGO Mindstorms EV3 - Building the Drive B...
===== C++ =====
C++ course: • C++ Full Course for free ⚡️
OpenCV in C++: • LEARN OPENCV C++ in 4 HOURS | Including 3x...
3. Artificial intelligence
===== Machine learning (basics) =====
Machine learning course: https://www.coursera.org/specializati...
Scikit learn course: • Scikit-Learn Course - Machine Learning in ...
===== Mathematics (basics) =====
Graph theory: • Graph theory full course for Beginners
Probability & Statistics: • Probability & Statistics (1 of 62) Introdu...
Geometry: • Geometry Lesson 1 - Points, Lines, and Planes
4. Advanced
===== Mathematics (advanced) =====
Linear algebra: • 2. Elimination with Matrices.
Calculus: • Calculus 1 Lecture 0.1: Lines, Angle of I...
Differential equations: • Lec 1 | MIT 18.03 Differential Equations, ...
Complex analysis: • Complex Analysis 1 | Introduction
===== Machine learning (advanced) =====
GANs course: https://www.coursera.org/specializati...
How to read a paper:
• How To Read A Paper Quickly & Effectively ...
• How to Read and Summarize Research Papers ...
Advanced machine learning lessons: • Lecture 1: Introduction. Artificial Scient...
===== Electronics (advanced) =====
Robotics competitions:
https://www.roboticseducation.org/tea...
https://www.firstinspires.org/robotic...
https://roboticsbiz.com/top-15-roboti...
#computervision #computervisionroadmap #machinelearningroadmap
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