Date: Aug 26, 2019 (Mon) - Aug 29, 2019 (Thu)
Time: 9:30am - 5:30pm
Venue: Room 924, Ho Sin Hang Engineering Building
Fee: FREE
Registration: FULL
Remarks: Certificates would be issued by Amazon to participants upon the completion of workshop.

 

Agenda:


Day 1:

  • Introduction to deep learning
  • Gluon Crash Course
  • Write your first MLP
  • Fine-tune your model
  • Introduction to Convolutional Neural Networks
  • Write your fist CNN
  • Fine-tune your CNN

Day 2:

  • Introfuction to Amazon SageMaker and tooling 
  • Computer Vision using GluonCV - Image Classification 
  • Computer Vision using GluonCV - Object Detection 
  • Computer Vision using GluonCV - Segmentation 
  • Computer Vision using GluonCV - Pose Estimation 

Day 3:

  • Introduction to RNN using Gluon 
  • Embedding using GLuonNLP 
  • Language Modeling using GluonNLP 
  • Neural Machine Translation using Gluon NLP 
  • Sagemaker Automatic Model Tuning 

Day 4:

  • Introduction to time series analysis 
  • Neural models for time series 
  • Simple Models (MLP and RNN) using GluonTS 
  • Canonical models using GluonTS 
  • DeepAR using GluonTS and Amazon SageMaker built-in algorithms 
  • Sequence-to-sequence using GluonTS 
  • Wavenet using GluonTS 
  • Training in Amazon SageMaker including Automatic Model Tuning 
  • Hosting your endpoints in Amazon SageMaker, Elastic Inference, and Amazon Neo