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Day: July 29, 2024

AutoML in Python with TPOT

Published 2024-07-29 by Kevin Feasel

Abid Ali Awan gives us a primer on TPOT:

AutoML is a tool designed for both technical and non-technical experts. It simplifies the process of training machine learning models. All you have to do is provide it with the dataset, and in return, it will provide you with the best-performing model for your use case. You don’t have to code for long hours or experiment with various techniques; it will do everything on its own for you.

In this tutorial, we will learn about AutoML and TPOT, a Python AutoML tool for building machine learning pipelines. We will also learn to build a machine learning classifier, save the model, and use it for model inference.

Click through to see an example of how to use the library.

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FabricRestClient and Long-Running Operations

Published 2024-07-29 by Kevin Feasel

Sandeep Pawar has a public service announcement:

I want to thank Michael Kovalsky for pointing out that FabricRestClient in Semantic Link supports (since v 0.7.5) Long Running Operation (LRO).

LRO support allows the client to wait for the request to process without being blocked. Without LRO support, you will get a 202 response code saying the request is being processed. You need to submit another request based on the url returned to get the result. With LRO support, FabricRestClient will wait 20s and give you the result back.

Click through to see what you’d need to do to enable it, as well as the benefit you can receive.

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Rounding Options in T-SQL

Published 2024-07-29 by Kevin Feasel

Rick Dobson talks rounding:

Please compare the SQL Server round function to banker’s rounding in T-SQL for converting decimal values to integer values. I seek a framework for assessing how closely banker’s rounding results versus SQL Server Round function results match the underlying decimal values. Please provide a couple of empirical comparisons with the framework to indicate which set of rounded values are closer to the underlying decimals and by how much.

Rick talks about what banker’s rounding is and shows how its results adhere more closely to the underlying distribution. Rick does show a user-defined function that generates a rounded number, but if you’re doing this with large enough amounts of data, using CLR and the System.Math.Round() function will likely give you better performance. Incidentally, this is also why if you write T-SQL code to round decimal numbers and .NET code to round numbers, your results may be a little different: T-SQL rounds to the nearest integer, whereas .NET uses banker’s rounding by default.

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Restoring a MySQL Table from Filesystem Backup

Published 2024-07-29 by Kevin Feasel

Chad Callihan recovers from a missing database backup:

There may be no worse feeling than needing a database backup and not having one. It ranks right up there with running a DELETE statement and missing the WHERE clause. God help you if you if you suffer both of those together. If you come across that situation with a MySQL database, you might be able to recover what you need.

Read on to see how. Even so, I’d be concerned about what happens if there are foreign key constraints involved.

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SQL Server AGs and Kubernetes

Published 2024-07-29 by Kevin Feasel

Andrew Pruski shakes his head:

Say we have a database that we want to migrate a copy of into Kubernetes for test/dev purposes, and we don’t want to backup/restore.

How can it be done?

Well, with cross platform availability groups! We can deploy a pod to our Kubernetes cluster, create the availability group, and then auto-seed our database!

The caveat is, this probably isn’t a good idea. But then again, when has that ever stopped anyone?

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