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LinkedIn Learning

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

via LinkedIn Learning

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Overview

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

Reviews

4.7 rating at LinkedIn Learning based on 170 ratings

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