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Articles by Jarek Szczegielniak (Articles: 22)

Articles: 22

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Average article rating: 5.00

Artificial Intelligence
Machine Learning
26 Aug 2020   Updated: 26 Aug 2020   Rating: 5.00/5    Votes: 5   Popularity: 3.49
Licence: CPOL    Views: 7,701     Bookmarked: 3   Downloaded: 42
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In this article we prepare our development environment.
27 Aug 2020   Updated: 27 Aug 2020   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 9,483     Bookmarked: 2   Downloaded: 55
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In this article we'll convert a ResNet model to the Core ML format.
28 Aug 2020   Updated: 28 Aug 2020   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 7,431     Bookmarked: 4   Downloaded: 0
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Having converted a ResNet model to the Core ML format in the previous article, in this article we’ll now use it in a simple iOS application.
31 Aug 2020   Updated: 31 Aug 2020   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 5,183     Bookmarked: 2   Downloaded: 38
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In this article we’ll start data preparation for this new, custom model, to be later trained using the Create ML framework.
1 Sep 2020   Updated: 1 Sep 2020   Rating: 5.00/5    Votes: 5   Popularity: 3.49
Licence: CPOL    Views: 7,113     Bookmarked: 0   Downloaded: 59
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In this article we can proceed to train our custom hot dog detection model using Apple’s Create ML.
23 Apr 2021   Updated: 23 Apr 2021   Rating: 5.00/5    Votes: 4   Popularity: 3.01
Licence: CPOL    Views: 5,390     Bookmarked: 7   Downloaded: 0
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In this article – the first one of the series – we’ll go over some Docker basics as they apply to ML applications.
26 Apr 2021   Updated: 26 Apr 2021   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 6,780     Bookmarked: 5   Downloaded: 103
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In this article, we’ll start applying our basic Docker knowledge while creating and running containers in the various MLng scenarios.
20 May 2021   Updated: 20 May 2021   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 4,620     Bookmarked: 2   Downloaded: 56
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In this article, we’ll modify our code to expose the same logic via a Rest API service.
21 May 2021   Updated: 21 May 2021   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 6,201     Bookmarked: 3   Downloaded: 39
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In this article we use Visual Studio Code to edit and debug our increasingly complex code running inside a Docker container.
25 May 2021   Updated: 25 May 2021   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 4,840     Bookmarked: 3   Downloaded: 32
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In this article, we publish our NLP API service to Azure using Azure Container Instances.
Neural Networks
20 Nov 2020   Updated: 21 Nov 2020   Rating: 5.00/5    Votes: 7   Popularity: 4.23
Licence: CPOL    Views: 7,472     Bookmarked: 0   Downloaded: 89
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In this series, we’ll use a pretrained model to create an iOS application that will detect multiple persons and objects in a live camera feed rather than in a static picture.
23 Nov 2020   Updated: 23 Nov 2020   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 6,432     Bookmarked: 0   Downloaded: 78
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In this article, we will decode the Core ML YOLO Model by transforming an array of abstract numbers to a human-readable form.
24 Nov 2020   Updated: 24 Nov 2020   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 4,182     Bookmarked: 0   Downloaded: 48
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In the next article, we’ll do the same but with array operations. This will allow us to include the decoding logic directly in the model.
25 Nov 2020   Updated: 25 Nov 2020   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 5,633     Bookmarked: 2   Downloaded: 52
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In this article we are ready to include detection decoding directly in the Core ML model.
26 Nov 2020   Updated: 26 Nov 2020   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 5,388     Bookmarked: 2   Downloaded: 62
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In this article we’ll create a Core ML pipeline to be our end-to-end model.
27 Nov 2020   Updated: 27 Nov 2020   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 5,483     Bookmarked: 1   Downloaded: 94
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In the next article, we’ll start working on the iOS application that will use that model.
30 Nov 2020   Updated: 30 Nov 2020   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 12,030     Bookmarked: 4   Downloaded: 566
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In this last article in this series, we’ll extend the application to use our YOLO v2 model for object detection.
Tensorflow
27 Apr 2021   Updated: 27 Apr 2021   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 9,184     Bookmarked: 2   Downloaded: 85
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In this article, we’ll create a container to run a CPU inference on the trained model.
27 Apr 2021   Updated: 27 Apr 2021   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 6,801     Bookmarked: 4   Downloaded: 95
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In this article, we’ll adapt our image for Raspberry Pi with an ARM processor.
29 Apr 2021   Updated: 29 Apr 2021   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 8,844     Bookmarked: 5   Downloaded: 95
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In this article we go back to the Intel/AMD CPUs. This time, we will speed up our calculations using a GPU.
18 May 2021   Updated: 18 May 2021   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 6,081     Bookmarked: 3   Downloaded: 62
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In this article we run inference on sample images with TensorFlow using a containerized Object Detection API environment.
19 May 2021   Updated: 19 May 2021   Rating: 5.00/5    Votes: 4   Popularity: 3.01
Licence: CPOL    Views: 6,480     Bookmarked: 3   Downloaded: 51
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In this article we run an inference model for NLP using models persisted on a Docker volume.
12 Jan 2022   Updated: 12 Jan 2022   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 7,902     Bookmarked: 9   Downloaded: 0
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How to use Visual Studio Code with Machine Learning extensions to train an XGBoost model on Azure
13 Jan 2022   Updated: 13 Jan 2022   Rating: 5.00/5    Votes: 1   Popularity: 0.00
Licence: CPOL    Views: 3,931     Bookmarked: 2   Downloaded: 0
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How to use GitHub Codespaces and GitHub Actions to automatically train a PyTorch model after each push of changes to a repository
14 Jan 2022   Updated: 14 Jan 2022   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 4,520     Bookmarked: 7   Downloaded: 0
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How to train within an Azure Machine Learning workspace using a TensorFlow model
Hosted Services
Azure
28 Mar 2022   Updated: 28 Mar 2022   Rating: 5.00/5    Votes: 5   Popularity: 3.49
Licence: CPOL    Views: 5,271     Bookmarked: 2   Downloaded: 0
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How to publish XGBoost and PyTorch models using Azure App Service, Flask, FastAPI, and machine learning online endpoints
29 Mar 2022   Updated: 29 Mar 2022   Rating: 5.00/5    Votes: 3   Popularity: 2.39
Licence: CPOL    Views: 4,951     Bookmarked: 2   Downloaded: 0
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How to deploy and scale PyTorch models
30 Mar 2022   Updated: 30 Mar 2022   Rating: 5.00/5    Votes: 2   Popularity: 1.51
Licence: CPOL    Views: 4,920     Bookmarked: 3   Downloaded: 0
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How to publish a TensorFlow model

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Architect
Poland Poland
Jarek has two decades of professional experience in software architecture and development, machine learning, business and system analysis, logistics, and business process optimization.
He is passionate about creating software solutions with complex logic, especially with the application of AI.