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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