List of 35+ Resources to Learn Deep Learning

This list will focus on the different resources people interested in learning Deep Learning can use.

Keep in mind that all the courses listed in this blog are free. If you see a Coursera course, you have to audit the course to access it freely.

This list will be divided into four primary parts.

1. Fundamental

2. Intermediate

3. Advanced

4. Projects

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Why use this list?

During your learning endeavors, you might feel that the knowledge you know is lacking; this is why, you can always reference this list to access other courses that might suit your needs or deepen your machine-learning knowledge.

Fundamental Courses

1. Deep Learning Specialization | Andrew Ng | Stanford

2. Deep Learning for Beginners | YouTube

Visualized

1. Essence of Neural Networks | Masterfully explained through visuals

2. Complex Topics Made Easy | Fundamental | Visualization

Intermediate Courses

1. Neural Networks for Deep Learning | UoT | Detailed & Taught by Geoffry Hinton [Godfather of AI]

2. MIT Deep Learning Course | Highly Detailed

3. General Advice for Deep Learning

Tutorials Organized: --

• Deep Learning | 1000+ List of ML Resources

• Frameworks

• Feed Forward Networks

• Recurrent Neural Nets, LSTM, GRU

• Restricted Boltzmann Machine, DBNs

• Autoencoders

• Convolutional Neural Nets

• Graph Representation Learning

Intro-To-TensorFlow

1. Introduction to TensorFlow | Fundamentals | Udacity

2. TensorFlow for Deep Learning | Fundamentals | Udacity

Advanced Courses

Theoretical Deep Learning | Theories in Deep Learning | Stanford

TensorFlow:

• TensorFlow Professional Certificate - Coursera | Highly Detailed

• Zero to Hero TensorFlow Github

NLP

• NLP: NLP in Deep Learning | Stanford | Older Version

• NLP in Deep Learning | Newer Version | Stanford

Computer Vision

• Computer Vision | Graduate Course | Fei-Fei Li | Stanford

Miscellaneous

• Group Equivalent Deep Learning ( Group Theory )

• Applied Deep Learning: NLP & Computer Vision

Projects

General

• 20 Deep Learning Projects Solved using Python

• 20 MORE Deep Learning Projects with Python

• 23 Deep Learning Project Ideas

• List of 500 Deep Learning Projects

NLP

• List of 125+ NLP Projects

• 5 NLP Projects

• 360+ NLP Projects

Computer Vision

• 13 Computer Vision Projects with Code

• 100+ Computer Vision Python Implementations

• 80+ Computer Vision Python Projects

Good Luck with your endeavors!