Introduction to Deep Learning & Neural Networks
Intermediate
52 Lessons
4h 30min
Certificate of Completion
The self-contained Deep learning course launched by experienced professional engineers and researchers of the AI Summer team.
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This course includes
This course includes
Course Overview
This course is an accumulation of well-grounded knowledge and experience in deep learning. It provides you with the basic concepts you need in order to start working with and training various machine learning models. You will cover both basic and intermediate concepts including but not limited to: convolutional neural networks, recurrent neural networks, generative adversarial networks as well as transformers. After completing this course, you will have a comprehensive understanding of the fundamental ar...Show More
TAKEAWAY SKILLS
Machine Learning Paradigms
Deep Learning Basics
Pytorch Basics
What You'll Learn
Understanding of the most popular Deep Learning models
A solid grasp on the mathematics and the intuition behind the algorithms
A good experience with Deep Learning Programming and Pytorch
Course Content
Learn Deep Learning
Neural Networks
Training Neural Networks
Convolutional Neural Networks
Recurrent Neural Networks
Autoencoders
5 Lessons
Generative Adversarial Networks
4 Lessons
Attention and Transformers
10 Lessons
Graph Neural Networks
5 Lessons
Conclusion
2 Lessons
Final Quiz
Assessment
How You'll Learn
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