Deep Learning

Training resources around Deep Learning with CNTK

https://www.surveymonkey.com/r/8CJTSJ9

How to Use this Site

This site is intended to be the main resource to an instructor-led course, but anyone is welcome to learn here. The intent is to make this site self-guided and it is getting there.

We recommend cloning this repository onto your local computer with a git-based program (like GitHub desktop for Windows) or you may download the site contents as a zip file by going to "Clone or Download" at the upper right of this repository.

Deep Learning Topics Covered

• Introduction to Deep Learning and its applications
• Basic Concepts: Training a Neural Network from scratch
• Convolutions & CNN models
• Applications to Vision and NLP
• Word Embeddings
• Benchmark Architectures
• Transfer Learning
• Introduction to CNTK

For Instructor-Led:

• We recommend dowloading the site contents or cloning it if you can do so to your local computer.
• Follow along with the classroom instructions and training sessions.
• When there is a lab indicated, you may find the lab instructions in the Labs folder.

For Self-Study:

• We recommend dowloading the site contents or cloning it if you can do so to your local computer.
• Go to Decks folder and follow along with the slides.
• When there is a lab indicated, you may find the lab instructions in the Labs folder.

Structure of this Repository Site

• Labs - hands-on exercises
• Decks - classroom slides
• Code - scripts