Get a foundational understanding of neural networks from two LinkedIn AI engineers.
LinkedIn AI Academy AI-100: 2 Supervised Learning with Neural Networks
Overview
Syllabus
Introduction
- The LinkedIn AI Academy: Neural networks are the heart of AI
- Neuron: Basic element of neural net
- Neural nets and nonlinearly separable classification
- Multiclass deep neural networks
- What is a convolutional filter?
- Deep convolutional neural networks
- Transfer learning
- 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
- Motivation and introduction
- Node embeddings
- Graph neural networks
- Continuing the AI-100 learning path
Taught by
Ananth Sankar and Daniel Hewlett
