Building and Training Neural Networks with PyTorch

About this Course

Embark on a journey through the intricacies of neural networks using PyTorch, a powerful framework favored by professionals and researchers alike. The course begins with an in-depth exploration of classification models, where you\'ll learn to tackle different types of classification problems, utilize confusion matrices, and interpret ROC curves. As you progress, you\'ll engage in hands-on exercises to prepare data, build dataset classes, and construct network classes tailored for multi-class classification. Moving forward, the course delves into Convolutional Neural Networks (CNNs) for image and audio classification. You\'ll discover the architecture of CNNs, implement image preprocessing techniques, and develop both binary and multi-class image classification models. Additionally, the course covers advanced topics like layer calculations and the application of CNNs in audio classification, ensuring you gain a holistic understanding of these powerful models. The journey continues with a focus on object detection, where you\'ll explore accuracy metrics, labeling formats, and the YOLO (You Only Look Once) algorithm. Practical coding exercises will guide you through the setup, data preparation, model training, and inference processes. Furthermore, you\'ll delve into neural style transfer, pre-trained networks, transfer learning, and recurrent neural networks (RNNs), including hands-on coding with LSTM networks. This course is designed for data scientists, AI professionals, and developers eager to master neural networks using PyTorch. Prerequisites include experience with Python and a foundational understanding of machine learning and deep learning concepts.

Created by: Packt


Related Online Courses

In this course, learners begin with a macro-level view of the current state of the world and touch upon topics such as climate change, plastic pollution, social inequity, and the economic systems... more
In this project, learners will learn how to manage and schedule your content in Facebook Creator Studio. Facebook Creator Studio has all of the tools that you need together, for you to be able to... more
In this course, you will explore the mechanisms and immune responses involved in autoimmune diseases and in hyper-responsive phenomena, such as asthma. You will examine in detail the potential... more
This capstone course in the Health Informatics Specialization will allow learners to create a comprehensive plan for an informatics intervention of their choosing, and that will demonstrate to... more
Who are your customers? What are they like? How do they interact with your business? This Short Course was created to help analysts better understand their customer behaviour through the power of... more

CONTINUE SEARCH

FOLLOW COLLEGE PARENT CENTRAL