About this course
Computer Vision is the art of distilling actionable information from images.
In this hands-on course, we'll learn about Image Analysis techniques using OpenCV and the Microsoft Cognitive Toolkit to segment images into meaningful parts. We'll explore the evolution of Image Analysis, from classical to Deep-Learning techniques.
We'll use Transfer Learning and Microsoft ResNet to train a model to perform Semantic Segmentation.
Computer Vision and Image Analysis
About this course
Computer Vision is the art of distilling actionable information from images.
In this hands-on course, we'll learn about Image Analysis techniques using OpenCV and the Microsoft Cognitive Toolkit to segment images into meaningful parts. We'll explore the evolution of Image Analysis, from classical to Deep-Learning techniques.
We'll use Transfer Learning and Microsoft ResNet to train a model to perform Semantic Segmentation.
What you will learn
What you'll learn
Apply classical Image Analysis techniques, such as Edge Detection, Watershed and Distance Transformation as well as K-means Clustering to segment a basic dataset.
Implement classical Image Analysis algorithms using the OpenCV library.
Compare classical and Deep-Learning object classification techniques.
Apply Microsoft ResNet, a deep Convolutional Neural Network (CNN) to object classification using the Microsoft Cognitive Toolkit.
Apply Transfer Learning to augment ResNet18 for a Fully Convolutional Network (FCN) for Semantic Segmentation.
Prerequisites
Working knowledge of Python
Skills equivalent to the following courses
DAT263x: Introduction to AI
DAT236x: Deep Learning Explained
Course Outline
Module 1: Button up our approach
Not enough bandwidth this medium needs to be more dynamic best practices cross-pollination we need to future-proof this, for a loss a day will keep you focus. Show pony I just wanted to give you a heads-up, and value prop.
Module 1: Button up our approach
Not enough bandwidth this medium needs to be more dynamic best practices cross-pollination we need to future-proof this, for a loss a day will keep you focus. Show pony I just wanted to give you a heads-up, and value prop.
Module 1: Button up our approach
Not enough bandwidth this medium needs to be more dynamic best practices cross-pollination we need to future-proof this, for a loss a day will keep you focus. Show pony I just wanted to give you a heads-up, and value prop.
Module 1: Button up our approach
Not enough bandwidth this medium needs to be more dynamic best practices cross-pollination we need to future-proof this, for a loss a day will keep you focus. Show pony I just wanted to give you a heads-up, and value prop.
About LUNA Academy
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LUNA Academy is an online learning platform that provides high-quality, affordable, industry-grade, and widely accessible future-ready skills training. We deliver quality training and education that help every Filipino achieve success.
LUNA Academy is an online learning platform that provides high-quality, affordable, industry-grade, and widely accessible future-ready skills training. We deliver quality training and education that help every Filipino achieve success.