Offered By: IBMSkillsNetwork
Build a Neural Network with PyTorch
In this course, you will be focusing on how PyTorch creates and Neural Network optimizes models. We will quickly iterate through different aspects of PyTorch Neural Networks, giving you strong foundations and all the prerequisites you need to build deep learning models. Designed for students and professionals interested in machine learning and deep learning, this course offers a comprehensive understanding of the theory and practical applications of building and deploying neural networks. Note, this course is a part of a PyTorch Learning Path, check Prerequisites section.
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Course
Artificial Intelligence
129 EnrolledAt a Glance
In this course, you will be focusing on how PyTorch creates and Neural Network optimizes models. We will quickly iterate through different aspects of PyTorch Neural Networks, giving you strong foundations and all the prerequisites you need to build deep learning models. Designed for students and professionals interested in machine learning and deep learning, this course offers a comprehensive understanding of the theory and practical applications of building and deploying neural networks. Note, this course is a part of a PyTorch Learning Path, check Prerequisites section.
Syllabus
- Introduction to Networks
- Network Shape: Depth vs Width
- Back Propagation
- Activation Functions
- Dropout
- Initialization
- Batch Normalization
- Other Optimization Methods
Prerequisites
- PyTorch: Tensor, Dataset and Data Augmentation
- Linear Regression with PyTorch
- Classification with PyTorch
Skills Prior to Taking this Course
- Basic knowledge of the Python programming language
Estimated Effort
7 Hours
Level
Beginner
Skills You Will Learn
Artificial Intelligence, PyTorch, Python
Language
English
Instructors
Artem Arutyunov
Data Scientist
Hey, Artem here! I am excited about answering new challenges with data science, machine learning and especially Reinforcement Learning. Love helping people to learn, and learn myself. Studying Math and Stats at University of Toronto, hit me up if you are from there as well.
Read moreJoseph Santarcangelo
Senior Data Scientist at IBM
Joseph has a Ph.D. in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.
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