Machine Learning with C# and ML.NET

In this unique training, you will learn how to create cutting-edge AI applications in C#! The training will introduce you to Machine Learning and Artificial Intelligence and get you fully up to speed with Microsoft’s exciting new ML.NET machine learning library. You will learn the basics of regression, classification, and clustering and master machine learning algorithms like logistic regression, decision trees, and boosting ensembles.

Here’s What You’ll Get

Training Lectures

Video Lessons

Quizzes

Private Slack Channel

Self-Paced Study

Homework Assignments

Certificate of Completion

Valuable New Skills

Lifetime Access

Training Details

This training will get you fully up to speed with Microsoft’s new ML.NET machine learning library.

You will learn all about regression, binary and multiclass classification, clustering, and recommendation. You’ll also master popular learning algorithms like the decision tree and the three types of ensembles.

As you progress through the training material, you’ll design, train, and evaluate many complex machine learning models on your own computer.

I will provide you with all the datasets, source code and libraries you need to get going and build your own machine learning apps in C#.

Name: Machine Learning with C# and ML.NET

Format: self-paced

Content: training lectures, video lessons, quizzes and lab assignments

Requirements: a Windows laptop with the NET Core Framework and Visual Studio Code installed.

Support: Slack channel + email support

Associated certification: none

All homework assignments in this training teach you how to build machine learning applications with the C# programming language. If you prefer another language, please check out these alternatives:

Machine Learning with C# and ML.NET

Machine Learning with F# and ML.NET

Machine Learning with Python and ML.NET

Sneak Preview

Check out this complimentary training chapter in which I will teach you about overfitting, a challenging feature of many machine learning systems where the model has become an expert on the noise in the dataset. Even though the evaluation scores of an overfitting model usually look excellent after training, these models will actually perform very poorly in practice.

Training Curriculum

Introduction

Course prerequisites

Installing NET Core 3.0

Installing Visual Studio Code

Machine Learning

What is machine learning?

Loading And Processing Data

Numeric data

String data

Geo data

Quiz

Lab: process California housing data

My answers

Recap

Supervised Learning

Introduction

Regression

Linear regression

Regression metrics

Gradient descent

Multiple linear regression

Quiz

Lab: predict taxi fares in New York

My answers

Recap

Binary Classification

Binary classification

Binary metrics

ROC, AUC, and Bias

Quiz

Lab: predict heart disease

My answers

Recap

Multiclass Classification

Multiclass classification

Multiclass metrics

The confusion matrix

Micro and macro averages

Quiz

Lab: recognise handwriting

My answers

Recap

Training And Evaluating Models

Overfitting

Partitioning data

Minibatch training

K-Fold Cross Validation

Quiz

Lab: detect spam messages

My answers

Recap

Decision Trees

Classification trees

Regression trees

Quiz

Lab: predict Titanic survivors

My answers

Recap

Ensemble Models

Bias and Variance

Bagging

Boosting

Stacking

Quiz

Lab: predict bike sharing demand

My answers

Recap

Unsupervised Learning

Introduction

Clustering

K-Means clustering

he Davies-Bouldin index

Quiz

Lab: classify Iris flowers

My answers

Recap

Recommendation Systems

Principal Component Analysis

Single Value Decomposition

Quiz

Lab: recommend movies

My answers

Recap

In Conclusion

What you’ve learned

Sign Up For This Training

This is a self-paced training where you can learn at your own pace and in your own time. All lectures are prerecorded and you can spend as much time as you like on the homework assignments. You’ll be fully supported in our private Slack channel.

Sign Up For €150

The listed price is ex EU VAT. Non-Dutch EU businesses can waive the VAT by providing their tax number during checkout.

Looking For Something Else?

CHECK OUT MY OTHER TRAINING COURSES

Is this training course not exactly what you’re looking for? No problem, I have many other AI courses in my catalog. Take a look at these alternatives.

AI-102: Microsoft Azure AI Engineer

DP-100: Microsoft Azure Data Scientist

AZ-400: Microsoft Azure DevOps

AZ-305: Microsoft Azure Architect

Introduction To C# Threading

Outstanding CTO

Outstanding Solution Architect

Design Patterns In C#

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“Thanks a lot. Your explanations were on point and helped me a lot in improving my code👏”

Asanda Mkhize, online student

Frequently Asked Questions

This Training
Self-Paced Training
Guided Training
Classroom Training

What is included in this training?

You will receive lifetime access to training lectures, video lessons, quizzes and homework assignments.

How long will it take me to complete this training?

For a self-paced and guided training, you can spend as much or as little time you want on the lectures and labs. It’s entirely up to you how long you take to complete the training. For a classroom training, we will complete all of the training content and labs together in 3 days.

How long do I have access to the training content?

You have lifetime access to all training content.

What do I need for this training?

You’ll need a Windows laptop (or other operating system running a Windows virtual machine) with a recent version of the NET Core Framework and the Visual Studio Code editor installed. You will also need Microsoft Teams if you’re attending the live classroom training.

For which certification does this training prepare me?

This training is not part of an official Microsoft certification path, but you can use it to prepare for the Azure Data Scientist or Azure AI Engineer certifications if you like.

What is a self-paced training?

In a self-paced training, you study the training lectures and work on the lab assignments in your own time and at your own pace. You can spend as many or as little hours per week as you want on the training. This training format is ideal for tech professionals who have irregular work hours and cannot commit to a classroom training.

How am I supported in a self-paced training?

I will support you in a private Slack channel. You can ask me anything you want anytime you like, and I will respond as soon as I’m able to. I typically respond in 2-3 hours but it can take a little longer if we are in different timezones.

Who should attend a self-paced training?

A self-paced training is ideal for tech professionals who can work independently and only need a little support throughout the training to learn the content and complete the lab exercises.

My colleagues and I want to sign up as a team and learn together. Is this possible?

No, self-paced training is only for individual students who each learn at their own pace. Please consider a classroom training instead.

What is a guided training?

In a guided training, you study the training lectures and work on the lab assignments in your own time and at your own pace. We will also spend some time together in a series of Microsoft Teams calls in which I will support you with the training lectures and the lab exercises and help you get ready for the certification exam.

How am I supported in a guided training?

I will support you in a private Slack channel, and you can also book an unlimited number of 1-hour Microsoft Teams support calls with me. In these calls, I will support you with the training lectures and the lab exercises and help you get ready for the certification exam.

Who should attend a guided training?

A guided training is ideal for tech professionals who prefer a healthy mix of guidance and independence with an average level of support throughout the training to learn the content and complete the lab exercises.

My colleagues and I want to sign up as a team and learn together. Is this possible?

No, guided training is only for individual students who each learn at their own pace. Please consider a classroom training instead.

What is a classroom training?

A classroom training is a live event in which I will present the training lectures, help you complete the lab exercises and get you ready for the certification exam. Classroom trainings are conducted online in full-day Microsoft Teams calls held during business hours in the Central European timezone. You will be sharing the classroom with other students and learn together as a group.

When and where is classroom training conducted?

Classroom trainings are conducted online during Central European business hours. You will receive a Microsoft Teams link when you sign up for a class. Please note that classroom trainings can also be held on-site at your place of work. Please book a discovery call with me if you’re interested, and we can discuss your requirements.

How am I supported in a classroom training?

I will continuously support you live, because we’ll both be in the same virtual classroom together.

Who should attend a classroom training?

A classroom training is ideal for tech professionals who can commit to full days of learning and want to learn together as a group.

My colleagues and I want to sign up as a team and learn together. Is this possible?

Yes, absolutely. Please book a discovery call with me to discuss your requirements. I can offer group discounts to business teams.

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