
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 Details
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#.
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
Sneak Preview
Training Curriculum
Introduction
Installing NET Core 3.0
Installing Visual Studio Code
Machine Learning
Loading And Processing Data
String data
Geo data
Quiz
Lab: process California housing data
My answers
Recap
Supervised Learning
Regression
Regression metrics
Gradient descent
Multiple linear regression
Quiz
Lab: predict taxi fares in New York
My answers
Recap
Binary Classification
Binary metrics
ROC, AUC, and Bias
Quiz
Lab: predict heart disease
My answers
Recap
Multiclass Classification
Multiclass metrics
The confusion matrix
Micro and macro averages
Quiz
Lab: recognise handwriting
My answers
Recap
Training And Evaluating Models
Partitioning data
Minibatch training
K-Fold Cross Validation
Quiz
Lab: detect spam messages
My answers
Recap
Decision Trees
Regression trees
Quiz
Lab: predict Titanic survivors
My answers
Recap
Ensemble Models
Bagging
Boosting
Stacking
Quiz
Lab: predict bike sharing demand
My answers
Recap
Unsupervised Learning
Clustering
he Davies-Bouldin index
Quiz
Lab: classify Iris flowers
My answers
Recap
Recommendation Systems
Single Value Decomposition
Quiz
Lab: recommend movies
My answers
Recap
In Conclusion
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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.
Asanda Mkhize, online student
Frequently Asked Questions
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