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You will be able to develop your own image segmentation model by learning all the concepts of image segmentation !

What you will learn

Image Segmentation with Keras

Single Class Image Segmentation

Multi Class Image Segmentation

Effective Use of Google Colab

Description

   You will be able to develop your own image segmentation model by learning the concepts of image segmentation step by step. In this course, you will have the opportunity to learn the most important concepts of image segmentation, which is one of the most advanced application areas of Computer Vision, through practical applications. Additionally, you will learn all the general processing steps required to develop your own image segmentation model.

After learning the basics of image segmentation, we will gradually start making applications. We will first develop a Single Class Image Segmentation model and then a Multi Class Image Segmentation model. We will examine different data processing techniques to learn how to develop our own model and we will use these techniques to develop our own model with Keras and perform image segmentation applications. We will conduct our training from start to finish on Google Colabratory. In this way, you will have the opportunity to discover the capabilities of Google Colabratory.

You will be able to participate in Kaggle competitions with this course. The subject order will be as follows:

1. Introduction

2. Google Colabratory


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3. Basics of UNet

4. Binary Image Segmentation

5. Multiclass Image Segmentation

When you complete the course, you will have extensive knowledge about Image Segmentation with UNet, as well as receive free technical advice through the Visual Analysis channel on Discord. Together with the team we have established, we aim to help people in all kinds of competitions and projects. Whether you are participating in national or international projects, or someone who wants to start a business in this field, you will be able to complete all kinds of projects in the best way with this course and technical consultancy provided by our community !

English
language

Content

Introduction

Course Overview
Updating Course !
Discord
Discord Group Link
Link to Download the Course Files

Google Colabratory

What’s Colab ?
Basic Commands
Let’s Create Our First Notebook!
Additional Features
Saving & Sharing the Notebook
Downloading Dataset from Kaggle
Running Python Files in Colab
Displaying Visual Outputs in Colab
Installing Library
GPU Usage

UNet Basics

Image Classification & Object Detection & Image Segmentation
Semantic Segmentation
UNet Arhitecture: Theory
UNet Arhitecture: Building UNet from Scratch !

Binary Image Segmentation

Binary Image Segmentation
Dataset
Dataset Link to Download
Preparing Images
Model
Training
Evaluation & Prediction

Multiclass Image Segmentation

Mutliclass Image Segmentation
Dataset
Preparing Images – I
Training & Prediction

Conclusion

What’s Next ?