Deep Learning
Training resources around Deep Learning with CNTK
https://www.surveymonkey.com/r/V8WYGZ8
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