Introduction to Deep Learning & Neural Networks

Introduction to Deep Learning & Neural Networks

The self-contained Deep learning course launched by experienced professional engineers and researchers of the AI Summer team.

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.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

1 Assessment
24 Playgrounds
11 Challenges
8 Quizzes

This course includes

1 Assessment
24 Playgrounds
11 Challenges
8 Quizzes

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

What You'll Learn

Understanding of the most popular Deep Learning models

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Course Content

1.

Learn Deep Learning

2.

Neural Networks

3.

Training Neural Networks

4.

Convolutional Neural Networks

5.

Recurrent Neural Networks

6.

Autoencoders

5 Lessons

7.

Generative Adversarial Networks

4 Lessons

8.

Attention and Transformers

10 Lessons

9.

Graph Neural Networks

5 Lessons

10.

Conclusion

2 Lessons

Final Quiz

Assessment

Course Author

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Souvik Kundu

Front-end Developer

Eric Downs

Musician/Entrepeneur

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

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