This repository contains all course assignments of my Deep Learning with C# and CNTK course and will get you up to speed with Microsoft's amazing Cognitive Toolkit machine learning library.
By working through the code examples, you will learn how to design, train, and evaluate complex neural networks and machine learning models with simple C# code. I'll provide you with all the code, libraries, and data sets you need to get started.
Please note that this repository only contains code examples with no additional support.
If you prefer a full-featured e-learning experience with live coaching, please check out my online course here:
https://www.machinelearningadvantage.com/deeplearning-with-csharp-cntk
Regression: Predict taxi fares in New York
Deep neural networks: Predict house prices in California
Binary classification: Predict heart disease in Ohio
Multiclass classification: Recognize handwriting
Training neural networks: Detect SMS spam messages
Convolutional neural networks: Build the Silicon Valley hotdog detector
Prebuilt CNNs: Recognize cats and dogs
1D-convolutional neural networks: Rate IMDB movie reviews
Recurrent neural networks: Improve the IMDB movie review analyzer
Artistic style transfer: Create AI-generated art
Generative adversarial networks: Create AI-generated wildlife