LinkedIn AI Academy AI-100: 2 Supervised Learning with Neural Networks

Introduction

• The LinkedIn AI Academy: Neural networks are the heart of AI

1. Deep Neural Networks

• Neuron: Basic element of neural net
• Neural nets and nonlinearly separable classification
• Multiclass deep neural networks

2. Convolutional Networks

• What is a convolutional filter?
• Deep convolutional neural networks
• Transfer learning

3. Sequence Classifiers

• Modeling sequences with language models
• Recurrent neural network language models
• Machine translation and encoder-decoder networks
• Attention-based neural networks
• Transformer model
• Pretrained language models

4. Graph Neural Networks

• Motivation and introduction
• Node embeddings
• Graph neural networks

Conclusion

• Continuing the AI-100 learning path