Machine Learning with Python and ML.NET
In this unique training, you will learn how to create cutting-edge AI applications with Python and Microsoft’s ML.NET machine learning library. The training will introduce you to Machine Learning and Artificial Intelligence and get you fully up to speed with NimbusML, a special package that connects the Python runtime environment to the ML.NET 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
You will learn all about regression, binary and multiclass classification, and clustering. 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 Python.
Format: self-paced, guided or classroom
Content: training lectures, video lessons, quizzes and lab assignments
Requirements: a Windows laptop with the NET Core Framework, Python 3 and Visual Studio Code installed.
Support: Slack channel, video support calls, or live classroom support
Associated certification: none
Installing NET Core 3.0
Installing Visual Studio Code
Loading And Processing Data
Lab: process California housing data
Multiple linear regression
Lab: predict taxi fares in New York
ROC, AUC, and Bias
Lab: predict heart disease
The confusion matrix
Micro and macro averages
Lab: recognise handwriting
Training And Evaluating Models
K-Fold Cross Validation
Lab: detect spam messages
Lab: predict Titanic survivors
Lab: predict bike sharing demand
he Davies-Bouldin index
Lab: classify Iris flowers
Sign Up For This Training
You can sign up for this training right now by clicking the button, filling in the checkout form and completing your payment.
Once we have received your payment, you will receive an email within minutes with a link to access the online training platform.
Please note that the listed price is ex VAT. Registered EU businesses with a valid VAT number can defer the VAT during checkout. Non-EU businesses and individuals do not pay VAT.
Looking For Something Else?
Is this online training not what you’re looking for? Then please check out my other AI training courses.
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Vishnu V.G., online student
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