Computer Vision Roadmap 2024
Ultimate Guide to Navigating the Computer Vision Journey
Ready to unravel the mysteries of Computer Vision? 🤖👁️, Computers learn to see and interpret the visual world, just like we do! 🌐 By the end of our roadmap, you’ll not only master the fundamentals, but also be ready to dive deeper into the captivating realm of Computer Vision. 🚀✨ Are you excited? Let’s get started! 🎉💻
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Step 1: The Basics
Ever wondered about the magic behind teaching computers to see and understand images and videos? 🤔 Picture this: transforming your computer into a visual whiz that can identify objects, spot faces, and even grasp emotions! 🌟
What’s on the learning agenda:
👀 Unveiling the awesome feats computers achieve with vision, from recognizing faces to assisting cars in navigating autonomously. Discovering how this cutting-edge technology is reshaping our interactions with machines.
-Resources for Learning OpenCV Library-
- Introduction to Computer Vision and Image Processing– Coursera
- Computer Vision with OpenCV Python | Official OpenCV Course– Udemy
- Introduction to Computer Vision with Watson and OpenCV– IBM
- Python for Computer Vision with OpenCV and Deep Learning– Udemy
- Deep Learning and Computer Vision A-Z™: OpenCV, SSD & GANs– Udemy
- Python Project: pillow, tesseract, and OpenCV– University of Michigan
- Learning OpenCV 4 Computer Vision with Python 3– Book
- Computer Vision, Deep Learning, and OpenCV– Tutorial
- OpenCV Tutorials– Official Website
- OpenCV Course — Full Tutorial with Python– YouTube
- LEARN OPENCV in 3 HOURS with Python– YouTube
- OpenCV Python for Beginners– YouTube
Step 2: Machine Learning for Vision
Convolutional Neural Networks (CNNs)
-Resources for Learning CNN-
- Convolutional Neural Networks– deeplearning.ai
- Intel® Edge AI Fundamentals with OpenVINO™– Udacity FREE Course
- Advanced Computer Vision with TensorFlow– Coursera
- Introduction to Computer Vision and Image Processing– Coursera
- Become a Computer Vision Expert– Udacity
- Deep Learning and Computer Vision A-Z™: OpenCV, SSD & GANs– Udemy
- Image Understanding with TensorFlow on GCP– Google Cloud Training
Step 3: Practical Experience Let’s Get Our Hands Dirty
Finding Things in Pictures — Object Detection
Now, let’s teach our superheroes to find things in pictures, just like magic! We’ll even draw boxes around them.
What you’ll learn:
- Making computers point out where things are in pictures.
- We use cool algorithms like YOLO to help our superheroes find things faster.
Painting by Numbers — Semantic Segmentation
Time for some advanced painting! We’ll teach our superheroes to color different parts of a picture.
What you’ll learn:
- Making computers understand what’s in a picture and coloring it like a coloring book.
- Trying out a simple trick to paint pictures with code.
