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Lecture 18 of 43

Using Pillow for Image Segmentation

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Course Content

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Section 1: Understanding Ethics in Computer Vision6 videos

Compliance Considerations

2m

Data Privacy

2m

Case Study - Autonomous Vechicles

3m

Understand Computer Vision

4m

Copyright

3m

Benefits and Harms

2m
Section 2: Course Overview1 videos

Course Overview

1m
Section 3: Mastering Image Fundamentals4 videos

Course Introduction

1m

A Peek into Image Representation

3m

Shape Shifting Pixels - Exploring Image Transformations

2m

Preparing Your Image Data

3m
Section 4: From Pixels to Projects - Building Vision with Code4 videos

Demo - Setting Up Your Developer Environment

2m

Computer Visions Role Across Industries

4m

Image Crafting Essentials - A Tour of OpenCV and Pillow

5m

Demo - Building, Training, and Evaluating an Image Classifier

8m
Section 5: Image Segmentation Using OpenCV and PIllow3 videos

Using OpenCV for Image Segmentation

7m

Applying the Watershed Algorithm

4m

Using Pillow for Image Segmentation

3mNow Playing
Section 6: Image Segmentation Using Deep Learning Models4 videos

Introducing the U-Net Deep Learning Model

3m

Executing the Model

5m

Preparing Our Data for Image Segmentation

7m

Applying the U-Net Model to Image Segmentation

8m
Section 7: Fundamentals of Image Classification with Neural Networks5 videos

Introduction to Image Classification and Dataset

4m

Data Preparation and Feature Extraction

2m

Building a Basic Image Classification Model

2m

Demo - Implementing a CNN for Image Classification

12m

Evaluating Image Classifiers

4m
Section 8: Advanced Techniques and Transfer Learning in Image Classification4 videos

Introduction to Transfer Learning

3m

Introduction to Advanced Image Classification Architectures

4m

Course Summary and Next Steps

3m

Demo - Transfer Learning with Advanced Architectures

8m
Section 9: Understanding How Neural Networks are Used for Image Classification7 videos

Using Neural Networks for Image Classification - Featuring Te

4m

Feature Extraction from Images

2m

Using Neural Networks for Image Classification

7m

Building an Image Classification Model with Tensorflow

8m

Classifying with a Multilayer Perceptron

4m

Evaluating a Tensorflow Image Classification Model

5m

Other Notable Architectures and Libraries

1m
Section 10: Understanding Advanced Neural Networks for Image Classification - ResNet, Inception, and MobileNets5 videos

Understanding Advanced Neural

1m

ResNet (Residual Networks)

3m

Mobilenets

2m

Thank You and Go Build Epic C

1m

Inception (GoogLeNet)

2m