Deep Learning is a subset of machine learning where we need a large amount of data to train powerful models capable of finding relationships in data to solve complex problems. While machine learning algorithms can also be used to train models to find relationships in large datasets, still deep learning can outperform any machine learning algorithm when it comes to a large dataset with many features. If you want to learn deep learning for free, this article is for you. In this article, I’m going to introduce you to some of the best resources to learn deep learning for free.
Best Resources to Learn Deep Learning
There are many free and paid resources for learning deep learning on the internet. Paid resources include books and courses, while free resources include YouTube videos, documentation, and articles. You should start learning Deep Learning once you have learned the fundamentals of Machine Learning. So, if you know the basics of machine learning, here are some of the best resources to learn Deep Learning for free.
Intro to Deep Learning
Intro to Deep Learning is not a course, it is a tech talk based on machine learning. It is available on the official YouTube channel of TensorFlow (which is one of the best frameworks for Deep Learning). The video contains a complete overview of Deep Learning, including representation learning, families of neural networks, and their applications. Below are all the topics that you will learn about from this YouTube video:
- Introduction to Deep Learning
- Artificial Intelligence vs Machine Learning vs Deep Learning
- Representation Learning
- Neural Networks
- What Features are seen by a Neural Network?
- What does deep mean in deep learning?
- Why tree-based models are important?
- How does workflow change with Deep Learning?
- Code examples
- What is a hyperparameter?
- Skills needed for machine learning
- Families of Neural networks and their applications
- and many more.
You can find this complete introduction to Deep Learning below.
Examples Available at Keras Documentation
Both Keras and TensorFlow are often used together in the industry for deep learning. The official documentation of TensorFlow contains many examples with code that will help you learn Deep Learning. But there are even more code examples available at the official documentation of Keras for learning the implementation of Deep Learning for solving so many problems. You can learn the implementation of Deep Learning using Python from the Keras official documentation, and you can also contribute to this documentation with more examples. You can find all the code examples from here.
So these were some of the best resources to learn deep learning for free. If you are familiar with the fundamentals of machine learning and its implementation using Python, you can start with Deep Learning. I hope you liked this article on the best resources to learn Deep Learning for free. Feel free to ask valuable questions in the comments section below.