How to start

🆕 UPDATE · AUG 2026

Getting-started roadmaps refreshed with the current edge-AI stack and learning paths.

📌 How to start: Roadmaps for getting started in CV and AI.

#HowToStart #Roadmap #ComputerVision #AI #Career

#MachineLearning #ComputerVision #ImageProcessing #tiziran #deepLearning

https://www.tiziran.com/describe/how-to-start/software 

IDE: Visual code

• https://youtu.be/1ZfO149BJvg 

Basic of Programming and tools

• Lecture: Modern C ++ (Summer 2018, Uni Bonn); Cyrill Stachniss

• Python Crash Course

• Hands-On GPU-Accelerated Computer Vision with OpenCV and CUDA: Effective tech... 

• Git from Basics to Advanced: Practical Guide for Developers

Basic of machine learning

• Machine Learning (Stanford University)

• Neural Networks for Machine Learning University of Toronto - Geoffrey E. Hinton

Deep Learning Specialization

Full Stack Deep Learning - Spring 2021

Machine Learning Engineering for Production (MLOps) Specialization

Learn more about 

End to End solution for machine vision, post product specialist, performance engineer, team/site lead researcher, platform, design deep learning architecture, support specialist, senior technical assistant, ...  

www.tiziran.com 

https://www.youtube.com/tiziran 

Best practice 

• The Complete Self-Driving Car Course - Applied Deep Learning

• PyTorch for Deep Learning and Computer Vision

YouTube

• Free online videos ( Image Processing)

• Free online videos (OpenCV)

Best Books

Machine Learning Engineering by Andriy Burkov