Deep learning is a subfield of machine learning based on the application of deep neural network, i.e. artificial neural networks with a large number of layers. This field has been getting lots of attention lately as more complex problems are being solved with these tools. In this series of posts, we will learn about deep learning and neural networks, starting from the basics.
- Part 1 : The single-layer perceptron
- Part 2 : The multi-layer perceptron
- Part 3 : Implement a neural network in Python
- Part 4 : Non-linear classification with neural networks
- Part 5 : Multi-class classification with neural networks
- Part 6 : Non-linear classification with Pytorch
- Part 7 : Non-linear classification with Keras
- Part 8 : Install TensorFlow 2 GPU using Docker on Ubuntu
- Part 9 : Install TensorFlow 2 GPU support on Ubuntu