🚀 Master the language of AI with our brand new course: "Prompt Engineering for Everyone" Learn more

Offered By: IBMSkillsNetwork

PyTorch: Tensor, Dataset and Data Augmentation

Data preparation plays a crucial role in effectively solving machine learning (ML) problems. PyTorch, a powerful deep learning framework, offers a plethora of tools to make data loading easy. The PyTorch: Tensor, Dataset and Data Augmentation course will provide you with a solid understanding of the basics and core principles of PyTorch, specifically focusing on tensor manipulation, dataset management, and data augmentation techniques.

Continue reading

Course

Artificial Intelligence

956 Enrolled
4.5
(111 Reviews)

At a Glance

Data preparation plays a crucial role in effectively solving machine learning (ML) problems. PyTorch, a powerful deep learning framework, offers a plethora of tools to make data loading easy. The PyTorch: Tensor, Dataset and Data Augmentation course will provide you with a solid understanding of the basics and core principles of PyTorch, specifically focusing on tensor manipulation, dataset management, and data augmentation techniques.


"PyTorch: Tensor, Dataset and Data Augmentation" course equips you with the essential skills to handle and transform data efficiently for machine learning tasks. In this course, students will delve into the essential aspects of working with tensors in PyTorch. They will learn how to efficiently manipulate tensors, perform mathematical operations, and leverage tensor-based operations for tasks like data preprocessing and model training. Through a series of lectures and hands-on exercises, you will gain a deep understanding of PyTorch's data loading capabilities,  PyTorch Dataset Object and learn how to preprocess and augment data to maximize model performance.

Syllabus 

  1. Overview of Tensors
  2. Tensors 1D
  3. Two-Dimensional Tensors
  4. Derivatives in PyTorch
  5. Simple Dataset
  6. Dataset and Data Augmentation

Recommended Skills Prior to Taking this Course

  • Basic knowledge of Python programming language.

Estimated Effort

3 Hours

Level

Beginner

Skills You Will Learn

Artificial Intelligence, Python, PyTorch

Language

English

Course Code

AI0111EN

Tell Your Friends!

Saved this page to your clipboard!

Sign up to our newsletter

Stay connected with the latest industry news and knowledge!