DEEP LEARNING

WITH C# AND CNTK


The first online course to teach C# developers how to create deep learning applications in C# with CNTK neural networks​

This course will introduce you to Deep Learning and Neural Networks and get you up to speed with Microsoft's Cognitive Toolkit (CNTK) library.

 

You will build a solid foundation in deep learning and learn how to design, train, and evaluate deep neural networks. You'll be building C# applications from day one and I will provide you with all the source code, libraries, and data sets you need to get going.

 

I will coach you in our private support group where you can hang out with your fellow students and upload homework assignments.

 

Check out this short introduction video that explains the core concepts of neural networks and how to use them in C#:

I found that participating on such a well-taught course was an awesome experience for me. I love the fact that we can all learn and help each other at a global scale. I think you are gifted teacher as well as f***ing amazing technically skilled. It was truly an enlightening experience

Yoav Kaplan, course student

HERE'S WHAT YOU'LL GET



  • 22 Video Lectures

  • 11 Quizzes

  • Source Code & Data sets

  • Lifelong Access

  • Certificate of Completion

  • 81 Text Lessons

  • 11 Homework Assignments

  • Private Support Group

  • 24-Hour Response Time

SNEAK PREVIEW


Check out this complimentary lecture in which I will show you how to build a Hotdog Detector in C# using a deep convolutional neural network.

COURSE CURRICULUM


Introduction
Course prerequisites
Installing NET Core 3.0
Installing Visual Studio Code


Deep Learning
What is deep learning?


Linear Regression
Linear regression
Multiple regression
Regression metrics
Quiz
Predict taxi fares in New York
My answers
Recap


Deep Neural Networks
Neural networks
Neural architecture
Visualizing hidden layers
Training deep neural networks
Quiz
Predict house prices in California
My answers
Recap


Binary Classification Networks
Binary classification

Regularization
Binary metrics

ROC, AUC, and Bias
Quiz
Predict heart disease
My answers
Recap


Multiclass Classification Networks
Multiclass neural networks
Multiclass metrics
Quiz
Recognise handwriting
My answers
Recap


How To Train Neural Networks
Overfitting
Partitioning data
Minibatch training
Sparse vector encoding
K-Fold Cross Validation
Quiz
Detect spam messages
My answers
Recap

CNNs
The convolution layer
The pooling layer
The dropout layer
Data augmentation
Quiz
Detect hotdogs
My answers
Recap


Prebuilt CNNs
The VGG16 model
Feature extraction
Finetuning
Quiz
Detect cats and dogs
My answers
Recap


1D-CNNs
The 1D-convolution layer
The word embedding layer
Quiz
Rate movie reviews with a 1D-CNN
My answers
Recap


Recurrent Neural Networks
Recurrent neural networks
LSTM networks
Quiz
Rate movie reviews with an LSTM
My answers
Recap


Artistic Style Transfer
Artistic style transfer
Quiz
Transfer artistic style
My answers
Recap


GANs
Up-convolutional networks
Generative adversarial networks
Quiz
Make AI-generated wildlife
My answers
Recap


In Conclusion
What you've learned

Pricing


All pricing plans come with a 30 days money-back guarantee.

Just The Code

€97


11 C# Applications

Full Walkthrough & Datasets

Private Support Group


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Lifelong Access To 1 Course


The Full Course

€147


11 C# Applications

Full Walkthrough & Datasets

Private Support Group


81 Text Lessons

22 Video Lessons

11 Quizzes


Lifelong Access To 1 Course


All My AI Courses

€397


40+ C# Applications

Full Walkthrough & Datasets

Private Support Group


300+ Text Lessons

100+ Video Lessons

30+ Quizzes


Lifelong Access To All Courses


MONEY BACK GUARANTEE


Sign up today, and if for any reason you don’t like the course, or decide it’s not for you, just let me know no later than 30 days after your purchase date.

 

I’ll give your money back, no questions asked.

LOOKING FOR SOMETHING ELSE?


Check out my other machine learning courses:

Machine Learning with C# and ML.NET

This course will introduce you to machine learning and AI and get you up to speed with Microsoft's new ML.NET library.

Deep Learning with C# and CNTK

This course will teach you how to build deep learning C# apps that use neural networks and Microsoft's CNTK library.

Cloud AI with Azure Machine Learning

This course will teach you how to leverage the power of the cloud to build Azure AI applications at cloud scale.

Machine Learning with F# and ML.NET

This course will teach you how to build machine learning apps with Microsoft's F# language and the new ML.NET library.

Machine Learning with Python and ML.NET

This course will teach you to to build machine learning apps in Python with NimbusML and the  ML.NET library.

“After hearing about neural networks for years without actually using them, I am proud to say I have successfully trained and used my first neural network – in C#. Thank you so much, Mark. Neural Networks are ridiculously awesome!

Joel Dokmegang, course student

FREQUENTLY ASKED QUESTIONS


1. Course FAQs


  • i. I’m a complete beginner in Machine Learning. Are the courses going to be right for me?

    Absolutely! The only thing you need to know is how to build simple console applications in C#. Everything else I will teach you step by step. In fact the sooner you enroll, the faster you will get the results that you want.

  • ii. How much time will it take to go through a course?

    Each course contains roughly 6 weeks of content. We encourage you to dedicate at least 2 hours per weekday for about six weeks to keep up with daily assignments.

  • iii. What if I can’t keep up with the group?

    You have lifetime access to all videos and files that come with the course, so you can learn at your own pace.

    And if you get stuck you can always just post a question in the support group and the students or I will help you out.

2. Support FAQs


  • i. Is there support as I go through the program?

    You will have daily supervision from me, your instructor. You also have access to a private support group where you can ask questions on a daily basis and get them answered, meet other students and collaborate with them. 

  • ii. What if this program doesn’t meet my needs?

    I offer a full one-month money-back guarantee. If you don’t agree that this course is worth every penny I said it was, I will promptly refund your money. No questions asked. No hassle. You have my word on it.

3. Program FAQs


  • i. How is this program different from other courses?

    This course is unique. There is no other course on the market that will teach you how to build machine learning apps in C#.

    You will be building machine learning apps from day one. You’ll ‘learn by doing’ and master key ML skills on the fly as you’re coding complex applications. This hands-on approach will have you learn new skills much faster than any other course that only uses text content or training videos.

4. Misc FAQs


  • i. What if I have a question that’s not on this FAQ list?

    I’m here to help and want you to be completely comfortable with your investment. Just drop me an email with any questions you may have, at mark@mdfarragher.com

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