SKILL PATH
Mastering Image Classification
Image classification is a popular computer vision technique that categorizes images into predefined classes or categories. It has numerous applications, ranging from facial recognition to medical image analysis. Readily available pretrained models and datasets have also contributed to the widespread adoption of image classification, making it a desirable skill in today’s industry. This Skill Path will take you through everything you need to know to employ image classification techniques in your projects. It begins with an introduction to the PyTorch Tensor framework and its basic operations. Next, you will get an overview of the PyTorch Image Model and cover the fundamental machine learning concepts employed in image classification. In the latter half, you will cover how to process raw data images and create convolutional neural networks (CNNs) to classify images. Finally, you will cover Explainable AI frameworks to help understand the internal logic behind the predictions made by a deep learning network.
28 hours
133 Lessons
Learning Objectives
An understanding of different types of tensors and their properties.
A basic overview of the PyTorch Image Model.
The ability to process raw images into usable data for machine learning.
A deep understanding of the need and benefits of Explainable AI.
Path Content
Your method is simple, straight to the point and I can practice with it everywhere, even from my phone, that's something I have never had in other learning platforms.
I highly recommend Educative. The courses are well organized and easy to understand.
I prefer Educative courses because they have a nice mix of text & images. I find that with full video courses, it can often be too easy to go into passive learning mode.
I prefer Educative courses because they have a nice mix of text & images. I find that with full video courses, it can often be too easy to go into passive learning mode.
Your method is simple, straight to the point and I can practice with it everywhere, even from my phone, that's something I have never had in other learning platforms.
I highly recommend Educative. The courses are well organized and easy to understand.
I prefer Educative courses because they have a nice mix of text & images. I find that with full video courses, it can often be too easy to go into passive learning mode.
