Introduction to deep learning with Apache MXNet GLUON

This repo consists of all the resources (Notebooks, Slides) used for Apache MXNet Tech Talk at IIT Kharagpur, India.

Topics Covered

In this workshop, we will be covering the following topics:

1. Deep Learning - Motivation
2. Perceptron, Neural Network and Multi Layer Perceptron (MLP)
3. Model building process
4. Introduction to Apache MXNet GLUON
5. Introduction to Gluon-CV
6. Lab - Facial Emotion Recognition, VGG-13, Transfer Learning (Using ImageNet pre-trained weights)
7. Introduction to Gluon-NLP
8. Introduction to ONNX
9. MXNet Model Server - Serving deep learning models in production

Contributions and Reusing

• All the contents of this repository is open for you to use for any talks/workshop/meetup you want to conduct.
• Please consider contributing back to this repository for any updates, corrections or improvements.