Blog Archives

Advent of 2025, Day 11 – SQL Server 2025 – External REST endpoint invocation using LLM

In this Microsoft SQL Server 2025 series: After short introduction into the  sp_invoke_external_rest_endpoint we will look into creating a REST endpoint for using LLM. Deploy LLM model In your Azure tenant, go to Azure AI Foundry and deploy a model

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Posted in Azure AI, Azure Machine Learning, SQL Server, Uncategorized

DeepSeek R1 on Azure AI Foundry

Starting with the end of January 2025, DeepSeek R1 model has had a huge impact on how the AI community, developers and general public see Generative Models. Not only that is free (as of writing this blog post), but the

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Posted in Azure AI, Azure Machine Learning

Data science with Microsoft Fabric – Plotting ROC curve and distribution of scores

ROC (Receiver Operation Characteristics) – curve is a graph that shows how classifiers performs by plotting the true positive and false positive rates. It is used to evaluate the performance of binary classification models by illustrating the trade-off between True

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Posted in Azure Machine Learning, Fabric, R, Spark

Advent of 2023, Day 13 – Creating ML Model with Microsoft Fabric

In this Microsoft Fabric series: Yesterday, we created an MLFlow experiment and today we will look into creating an ML model. Create a new ML model, and give it a name. You will have the option to select the following:

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Posted in Azure Machine Learning, Fabric, Spark

Advent of 2022, Day 24 – Further reading and code material for Azure Machine Learning

In the series of Azure Machine Learning posts: If you want to immerse in further reading and additional knowledge, here are some links. Here are just couple. Microsoft Learn website: Github: There are great GitHub repositories with great end-to-end solutions.

Posted in Azure Machine Learning, Uncategorized

Advent of 2022, Day 23 – Working with R

In the series of Azure Machine Learning posts: This post is super short 😦 R language and Azure Machine Learning SDK for R was deprecated a year ago (end of 2021). But R can be still used for training and

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Posted in Azure Machine Learning, Uncategorized

Advent of 2022, Day 22 – Batch endpoints for batch scoring

In the series of Azure Machine Learning posts: Batch endpoints are a great and simple way to run inference over large volumes of data. They simplify the process of hosting your models for batch scoring. We will import the needed

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Posted in Azure Machine Learning, Uncategorized

Advent of 2022, Day 21 – Using Azure Machine Learning terminal

In the series of Azure Machine Learning posts: Using Azure CLI can help you progress faster, make repetitve tasks automated and even use the GIT integration, for faster and better collaboration. So we have created a YAML file on Day20

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Posted in Azure Machine Learning, Uncategorized

Advent of 2022, Day 20 – Handling kernels, python packages, YAML files in notebooks and keeping structure and good practices

In the series of Azure Machine Learning posts: When creating notebooks, it is always a good way to have the dependencies included. Whether it is a particular version of a package, a separate script file or an installation requirement. Selecting

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Posted in Azure Machine Learning, Uncategorized

Advent of 2022, Day 19 – Statistical analysis and ML comparison of prediction models

In the series of Azure Machine Learning posts: Yesterday we have shown, that statistical analysis and all bolts and whistles can be done super simple in Azure machine learning. Today we will continue with feature engineering and modelling. So, what

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Posted in Azure Machine Learning, Uncategorized
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