C# And ML.NET Code Collection by Mark Farragher

C# And ML.NET Code Collection

This course will introduce you to Data Science and AI and teach you how to build awesome C# apps with Microsoft's new ML.NET Machine Learning library.

What my students are saying...

‘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
'I found that participating on such a well-taught course was an awesome experience for me. I think Mark is a gifted teacher as well as amazing technically skilled. It was truly an enlightening experience'
Yoav Kaplan

What you'll learn...

  • Optimizing Machine Learning models
  • Unsupervised Data Clustering
  • Recommendation Systems
  • Building Data Science apps in C#
  • Completing real-world Case Studies

  • The fundamentals of Data Science in C#
  • Supervised and Unsupervised Learning
  • The Microsoft ML.NET Machine Learning library
  • Regression and Classification
  • Decision Trees and Ensembles

Course requirements

For this course you'll need:

  • A Windows, OS/X, or Linux computer
  • NET Core version 3
  • Visual Studio Code
  • At least 1 hour available per weekday

Course description

Are you a CTO, tech leader, or software developer wondering what the Machine Learning hype is all about? Would you like to start experimenting with Data Science Models in your organization?

Then this is the course for you!

In this course, you’re going to master the fundamentals of data science in C#. You will learn how to build applications that load and process data, and train models with Linear Regression, Binary and Multiclass Classification. You will build many data science apps with Decision Trees, Ensembles, Clustering Algorithms, and Recommendation Systems. You will also learn how to apply Data Science to real-world Case Studies.

After completing the course, you will be able to design and train your own C# data science models for a large number of problem domains. You will have built price and demand prediction models, medical classifiers for healthcare, a movie recommendation system, and many other practical data science applications.

What's included?

Video Icon 8 videos Text Icon 45 text files

Here's what's in the course...

Course Introduction
I'm pleased to meet you!
Course prerequisites
10 mins
Installing NET Core 3.0
Installing Visual Studio Code
Analyze California Housing Data
In this section...
Your assignment
6 mins
Assignment: Process California housing data
My answers
Recap
Predict Taxi Fares In New York
In this section...
Your assignment
4 mins
Assignment: Predict taxi fares in New York
My answers
Recap
Case Study: Predict House Prices In Iowa
Introducing case studies
Predict house prices in Iowa
Predict Heart Disease Risk In Ohio
In this section...
Your assignment
6 mins
Assignment: Predict heart disease risk
My answers
Recap
Case Study: Detect Credit Card Fraud In Europe
Detect credit card fraud in Europe
Recognize Handwritten Digits
In this section...
Your assignment
6 mins
Assignment: Recognize handwritten digits
My answers
Recap
Detect Spam SMS Messages
In this section...
Your assignment
7 mins
Assignment: Detect spam messages
My answers
Recap
Case Study: Flag Toxic Comments On Wikipedia
Flag toxic comments on Wikipedia
Predict Titanic Survivors
In this section...
Your assignment
4 mins
Assignment: Predict Titanic survivors
My answers
Recap
Case Study: Detect Diabetes In Pima Indians
Detect diabetes in Pima indians
Predict Bike Sharing Demand In Washington DC
In this section...
Assignment: Predict bike demand in Washington DC
My answers
Recap
Classify Unlabeled Iris Flowers
In this section...
Assignment: Classify unlabeled Iris flowers
My answers
Recap
Recommend Movies
In this section...
Your assignment
5 mins
Assignment: Recommend movies
My answers
Recap
In Conclusion
What you've achieved