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

Offered By: LinkedIn Learning

Tags

Deep Learning Courses Neural Networks Courses Transfer Learning Courses Attention Mechanisms Courses Transformer Models Courses Language Models Courses

Course Description

Overview

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Get a foundational understanding of neural networks from two LinkedIn AI engineers.

Syllabus

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

Taught by

Ananth Sankar and Daniel Hewlett

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