Computer vision roadmap | How to become a computer vision engineer

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: https://www.youtube.com/watch?v=t8pPdKYpowI ===== OpenCV ===== OpenCV course: https://www.youtube.com/watch?v=eDIj5LuIL4A OpenCV projects: - Beginner: https://www.youtube.com/playlist?list=PLb49csYFtO2Hpfn8eLnaD9tJ0xYcMVcWe - Intermediate: https://www.youtube.com/playlist?list=PLb49csYFtO2HGELdc-RLRCNVNy0g2UMwc - Advanced: https://www.youtube.com/playlist?list=PLb49csYFtO2GunSHX38EjYHoYYbJYwrB- 2. Robotics / Low level programing ===== Electronics (basics) ===== Arduino course: https://www.youtube.com/watch?v=BLrHTHUjPuw Arduino projects: - https://www.youtube.com/watch?v=9cxAjRHdMVY&list=PL4g1oAdmuCfrl88GPnJHCJNi0vr416XmZ - https://www.youtube.com/watch?v=7n9D0KPkl7A&list=PL2GAS4vHuGW2J5XKKLlsezt-A9Ii96tau Jetson AI Fundamentals Course: https://www.youtube.com/watch?v=uvU8AXY1170&list=PL5B692fm6--uQRRDTPsJDp4o0xbzkoyf8 LEGO Mindstorms EV3 course: https://www.youtube.com/watch?v=dnRPMN28ELU&list=PLUDkntwKJbArGOoSL2QmWtMQ8ZItyGZxJ ===== C++ ===== C++ course: https://www.youtube.com/watch?v=-TkoO8Z07hI OpenCV in C++: https://www.youtube.com/watch?v=2FYm3GOonhk 3. Artificial intelligence ===== Machine learning (basics) ===== Machine learning course: https://www.coursera.org/specializations/machine-learning-introduction Scikit learn course: https://www.youtube.com/watch?v=pqNCD_5r0IU ===== Mathematics (basics) ===== Graph theory: https://www.youtube.com/watch?v=sWsXBY19o8I Probability & Statistics: https://www.youtube.com/watch?v=f26vt5uQ_uI&list=PLX2gX-ftPVXUWwTzAkOhBdhplvz0fByqV Geometry: https://www.youtube.com/watch?v=MD1Ob370TIA&list=PLHRatQsym1_iuv4HWg_08K1aRlaS4cSI- 4. Advanced ===== Mathematics (advanced) ===== Linear algebra: https://www.youtube.com/watch?v=QVKj3LADCnA&list=PL49CF3715CB9EF31D Calculus: https://www.youtube.com/watch?v=fYyARMqiaag&list=PLF797E961509B4EB5 Differential equations: https://www.youtube.com/watch?v=XDhJ8lVGbl8&list=PLEC88901EBADDD980 Complex analysis: https://www.youtube.com/watch?v=dEu5ie25U0Y&list=PLBh2i93oe2qtIc75sLYaVEBt0QNqVbdmZ ===== Machine learning (advanced) ===== GANs course: https://www.coursera.org/specializations/generative-adversarial-networks-gans How to read a paper: - https://www.youtube.com/watch?v=Gv5ku0eoY6k - https://www.youtube.com/watch?v=2frJsC_Q3I0 Advanced machine learning lessons: https://www.youtube.com/watch?v=B2Jnurp-OkU&list=PLemsnf33Vij4-kv-JTjDthaGUYUnQbbws ===== Electronics (advanced) ===== Robotics competitions: - https://www.roboticseducation.org/teams/vex-robotics-competition/ - https://www.firstinspires.org/robotics/frc - https://roboticsbiz.com/top-15-robotics-competitions-in-the-world/ #computervision #computervisionroadmap #machinelearningroadmap