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

Course Content

Learn Deep Learning

About this Course

Why Learn Deep Learning?

Overview of the Course

Neural Networks

Linear Classifiers Optimization and Gradient Descent Neural Networks

Backpropagation Algorithm

Build a Neural Network With Pytorch Quiz Yourself on Neural Networks

Training Neural Networks

Convolutional Neural Networks

The Principles of the Convolution Convolution in Practice Build a Convolutional Network Batch Normalization and Dropout Skip Connections CNN Architectures Quiz Yourself on CNNs

Recurrent Neural Networks

A Simple RNN Cell LSTM: Long Short Term Memory Cells Writing a Custom LSTM Cell in Pytorch Connect LSTM Cells Across Time and Space Quiz Yourself on RNNs

Autoencoders

5 Lessons

Generative Adversarial Networks

4 Lessons

Attention and Transformers

10 Lessons

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

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Emma Bostian 🐞

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Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

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DevOps Engineer

Anthony Walker

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Emma Bostian 🐞

@EmmaBostian

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