Jon Wood – Frank's World of Data Science & AI

Data Microsoft
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24 sec read

Exploring the C# Dataframe API

Jon Wood shows us several things you can do with your data using the new DataFrame API in C#.

Notebook – https://github.com/jwood803/MLNetExamples/blob/master/MLNetExamples/Notebooks/Intro%20to%20DataFrame.ipynb

DataFrame Playlist – https://www.youtube.com/playlist?list=PLl_upHIj19Zysihecv_btbwzRQD2qrbJM

AI Python
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25 sec read

Use ML.NET in Python to Create a Linear Regression Model with NimbusML

Jon Wood demonstrates how to use ML.NET within Python by using the NimbusML package. This video also gives an example of creating a linear regression model.

Notebook – https://github.com/jwood803/MLNetExamples/blob/master/MLNetExamples/Notebooks/NimbusML/Regression.ipynb

NimbusML documentation – https://docs.microsoft.com/en-us/nimbusml/overview

Machine Learning
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Closed
34 sec read

How to use C# in a Jupyter Notebook

Jon Wood shows us how to install the C# Jupyter Kernel and then uses it to build a ML.NET AutoML experiment with the DataFrame package.

Installation instructions – https://github.com/dotnet/try/issues/408#issue-487051763

Notebook – https://github.com/jwood803/MLNetExamples/blob/master/MLNetExamples/Notebooks/Dataframe%20with%20AutoML.ipynb

Sample Notebook from Microsoft – https://github.com/dotnet/try/blob/master/NotebookExamples/csharp/Samples/HousingML.ipynb

Machine Learning Microsoft
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Closed
40 sec read

How to Scale Numerical Data in ML.NET

Jon Wood has a video showing you how to scale numerical data using ML.NET to help you get better performance out of your machine learning algorithms.

Code – https://github.com/jwood803/MLNetExamples/blob/master/MLNetExamples/ScaleData/Program.cs

More great stuff by Jon:

ML.NET Transforms playlist
https://www.youtube.com/playlist?list=PLl_upHIj19ZyJf-ItL5Mey9mniPiTKtvv
ML.NET Playlist
https://www.youtube.com/watch?v=8gVhJKszzzI&list=PLl_upHIj19Zy3o09oICOutbNfXj332czx

Natural Language Processing
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Closed
18 sec read

Doing NLP in ML.NET – Removing Stop Words in Text Data

Jon Wood has just posted this video on how to use ML.NET to remove stop words in text data.

Code is at – https://github.com/jwood803/MLNetExamples/blob/master/MLNetExamples/StopWords/Program.cs

AI Natural Language Processing
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Closed
10 sec read

Natural Language Processing in ML.NET

Jon Wood has another great video on ML.NET, this time focusing on Tokenizing Text Data as part of an NLP.

Data Developer
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Closed
12 sec read

Read in Database Data with the Database Loader in ML.NET

The new DatabaseLoader in ML.NET was updated in the 1.4-preview version.

Jon Wood made this video to show you how to use it.

AI Deep Learning
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Closed
14 sec read

Create a Deep Neural Network Model in ML.NET for Image Classification

Jon Wood has created another video showing how to use ML.NET and the (currently) preview version of 1.4 to create a deep neural network model to classify images.