How to start

Introduction

I have PhD in Computer Science and I have more than 5+ years industrial experience in Deep Learning for Computer Vision. In addition, I am machine learning/Computer Vision/AI consulting in many companies. People ask me how to start AI for business. I select best starting online course for you.
my mind map about Computer Vision in production

Basic of Programming

• Python Crash Course

• The Art & Science of Product Management, Week 3

Basic of machine learning

• Machine Learning Stanford University

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

Deep Learning Specialization

1. Neural Networks and Deep Learning

2. Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

3. Structuring Machine Learning

4. Convolutional Neural Networks

Full Stack Deep Learning - Spring 2021

Very good lectures and lab sessions in 14 weeks.

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)

Other

• Deep Learning by Yann LeCun

• Deep Reinforcement Learning

• OpenCV AI Kit Crash Course

• Git from Basics to Advanced: Practical Guide for Developers

• Full Stack Deep Learning

• Andrew on MLOps: From Model-centric to Data-centric AI
  
  

Resources:
Tutorials at conferences
Graduate courses and seminars
Yannic Kilcher YouTube channel - explains papers
Two minute papers youtube channel
The Batch - newsletter by Andrw Ng
Import AI - newsletter by Jack Clark

Arxiv sanity (by Karpathy)
Twitter: Jack Clark, Karpathy, Ian Goodfellow, hardmaru, smerity, pabbeel, ...
AI/DL facebook Group
ML Subreddit