Courses
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.
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
About LUNA Academy
An Online Learning Platform that Provides Affordable & Globally-Recognized Certifications
Get started with LUNA Academy, the future-ready online learning platform. We offer various course for your desired career path to prepare you for the working world. Craft and develop your personal brand to be able to stand out.
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.
Offered by
LUNA Academy
Visit ProfileDuration
12 to 16 hours
Course Type
Self Paced
Price
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