ML - Cesar de la Torre

Using ML.NET in Jupyter notebooks

November 6, 2019 Nov 6, 2019 11/6/19

Cesar De la Torre

I do believe this is great news for the ML.NET community and .NET in general. You can now run .NET code (C# / F#) in Jupyter notebooks and therefore run ML.NET code in it as well! - Under the covers, this is enabled by 'dotnet-try' and its related .NET kernel for Jupyter (as early previews). The Jupyter Notebook is an open-source web ...

Training Image Classification/Recognition models based on Deep Learning & Transfer Learning with ML.NET

September 6, 2019 Sep 6, 2019 09/6/19

Cesar De la Torre

Blog Post updated targeting ML.NET 1.4 GA (Nov. 2019) Note that this blog post was updated on Nov. 6th 2019 so it covers the updates provided in ML.NET 1.4 GA, such as Image classifier training and inference using GPU and a simplified API. Context and background for 'Image Classification', 'training vs. scoring' ...

Run with ML.NET C# code a TensorFlow model exported from Azure Cognitive Services Custom Vision

June 5, 2019 Jun 5, 2019 06/5/19

Cesar De la Torre

With ML.NET and related NuGet packages for TensorFlow you can currently do the following: However, in the scenario where you want to train with your own images, the Transfer Learning approach can be a bit complex because even without taking into account the code implementation for transfer learning you'll need to find a base ...

ML.NET Model Lifecycle with Azure DevOps CI/CD pipelines

May 28, 2019 May 28, 2019 05/28/19

Cesar De la Torre

As a developer or software architect, you are focused on the application lifecycle – building, maintaining, and continuously updating the end-user business application, as illustrated in the simplified image below: When you infuse AI (such as an ML.NET model) into your application, then your application lifecycle needs to be extended so...

What is ML.NET 1.0 – Machine Learning for .NET

May 6, 2019 May 6, 2019 05/6/19

Cesar De la Torre

Today, coinciding with //BUILD 2019/ conference, we’re thrilled by launching ML.NET 1.0 release! You can read the official ML.NET 1.0 release announcement Blog Post here and get started at the ML.NET site here. In this blog post I'm providing quite a few additional technical details along with my personal vision that you might find ...