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

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!

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

Related Courses

Structuring Machine Learning Projects
DeepLearning.AI via Coursera Natural Language Processing on Google Cloud
Google Cloud via Coursera Introduction to Learning Transfer and Life Long Learning (3L)
University of California, Irvine via Coursera Advanced Deployment Scenarios with TensorFlow
DeepLearning.AI via Coursera Neural Style Transfer with TensorFlow
Coursera Project Network via Coursera