Click here to Skip to main content
15,562,816 members

Articles by Jarek Szczegielniak (Articles: 25)

Articles: 25

RSS Feed

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: 5,241     Bookmarked: 3   Downloaded: 31
Please Sign up or sign in to vote.
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: 6,372     Bookmarked: 2   Downloaded: 44
Please Sign up or sign in to vote.
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: 4,941     Bookmarked: 4   Downloaded: 0
Please Sign up or sign in to vote.
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: 3,913     Bookmarked: 2   Downloaded: 34
Please Sign up or sign in to vote.
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: 4,833     Bookmarked: 0   Downloaded: 52
Please Sign up or sign in to vote.
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: 3,720     Bookmarked: 7   Downloaded: 0
Please Sign up or sign in to vote.
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: 4,600     Bookmarked: 5   Downloaded: 91
Please Sign up or sign in to vote.
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: 3,230     Bookmarked: 2   Downloaded: 48
Please Sign up or sign in to vote.
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: 4,220     Bookmarked: 3   Downloaded: 35
Please Sign up or sign in to vote.
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: 3,390     Bookmarked: 3   Downloaded: 28
Please Sign up or sign in to vote.
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: 5,362     Bookmarked: 0   Downloaded: 70
Please Sign up or sign in to vote.
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: 4,792     Bookmarked: 0   Downloaded: 67
Please Sign up or sign in to vote.
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: 3,032     Bookmarked: 0   Downloaded: 44
Please Sign up or sign in to vote.
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: 4,171     Bookmarked: 2   Downloaded: 49
Please Sign up or sign in to vote.
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: 3,898     Bookmarked: 2   Downloaded: 56
Please Sign up or sign in to vote.
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: 3,933     Bookmarked: 1   Downloaded: 86
Please Sign up or sign in to vote.
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: 7,708     Bookmarked: 4   Downloaded: 397
Please Sign up or sign in to vote.
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: 4,791     Bookmarked: 2   Downloaded: 68
Please Sign up or sign in to vote.
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: 4,780     Bookmarked: 4   Downloaded: 81
Please Sign up or sign in to vote.
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: 5,663     Bookmarked: 5   Downloaded: 82
Please Sign up or sign in to vote.
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: 4,100     Bookmarked: 3   Downloaded: 50
Please Sign up or sign in to vote.
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: 3   Popularity: 2.39
Licence: CPOL    Views: 3,530     Bookmarked: 2   Downloaded: 39
Please Sign up or sign in to vote.
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: 6,812     Bookmarked: 9   Downloaded: 0
Please Sign up or sign in to vote.
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: 3,361     Bookmarked: 2   Downloaded: 0
Please Sign up or sign in to vote.
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: 3,740     Bookmarked: 7   Downloaded: 0
Please Sign up or sign in to vote.
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: 4,210     Bookmarked: 2   Downloaded: 0
Please Sign up or sign in to vote.
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: 4,111     Bookmarked: 2   Downloaded: 0
Please Sign up or sign in to vote.
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: 4,040     Bookmarked: 3   Downloaded: 0
Please Sign up or sign in to vote.
How to publish a TensorFlow model

Average blogs rating:

No blogs have been submitted.

Average tips rating:

No tips have been posted.

Average reference rating:

No reference articles have been posted.

Average project rating:

No projects have been posted.
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.