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Maciej D. Korzec
Maciej D. Korzec

45 Followers

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Published in

Towards Data Science

·Pinned

Image Recommendations with PyTorch + Flask + PostgreSQL + Heroku deployment

Packaging a PostgreSQL/ PyTorch based image recommender system with Flask, importing data and running it on the Heroku cloud application platform. — During the last weeks I have implemented an item-to-item image recommender system that uses PyTorch’s pretrained Resnet18 convolutional neural network to generate comparability through feature vectors, a database to manage the images and top-k lists and a user interface.

Recommender Systems

14 min read

Image Recommendations with PyTorch + Flask + PostgreSQL + Heroku deployment
Image Recommendations with PyTorch + Flask + PostgreSQL + Heroku deployment
Recommender Systems

14 min read


Published in

The Startup

·Pinned

The Core Value of Recommender Systems for Successful Internet Enterprises

An assessment of the importance of recommender systems Most users are aware of the existence of individualized recommendations on large internet platforms, e.g. by using Amazon and noting the You might also like features. …

Recommender Systems

8 min read

The Core Value of Recommender Systems for Successful Internet Enterprises
The Core Value of Recommender Systems for Successful Internet Enterprises
Recommender Systems

8 min read


Published in

The Startup

·Oct 17, 2020

Exploring IoT in 2020

Basics of the internet of things To connect hardware devices with the internet seems often like a good and at first sight like a simple idea. Everyone wants to digitalize. You can monitor what your devices are doing — great. …

Business

11 min read

IoT
IoT
Business

11 min read


Published in

Towards Data Science

·Aug 6, 2020

A Flask App for Image Recommendations

Implementation of a website for similar image recommendations based on convolutional neural networks in PyTorch — After creating a Python-based machine learning application you might want to get it running on a website. In this article it is explained how this can be realized with the microframework Flask for an image-based recommender system. We implement an image gallery on a website, the images can be selected…

Recommender Systems

9 min read

A Flask App for Image Recommendations
A Flask App for Image Recommendations
Recommender Systems

9 min read


Published in

The Startup

·Jul 26, 2020

7 Tips for Product Owners From 7 Years of Experience

When it comes to product owning there is no manual that guides you through the creation of successful software. You need to stay curious and eager to learn as you work with people that have their own quirks, expectations, and experiences while working on products that are unique. As product…

Product Owner

8 min read

7 Tips for Product Owners From 7 Years of Experience
7 Tips for Product Owners From 7 Years of Experience
Product Owner

8 min read


Published in

Towards Data Science

·Jul 11, 2020

Recommending Similar Images Using PyTorch

Full transfer learning implementation with Resnet18 — In my last article we introduced the simple logic to create recommendations for similar images within large sets based on the image content by employing transfer learning. Now let us create a prototypical implementation in Python using the pretrained Resnet18 convolutional neural network in PyTorch. …

Recommender Systems

5 min read

Recommending Similar Images Using PyTorch
Recommending Similar Images Using PyTorch
Recommender Systems

5 min read


Published in

Towards Data Science

·Jun 27, 2020

Effortlessly Recommending Similar Images

Using features from pretrained convolutional neural networks to generate comparability — Let us solve the problem of having an unsorted, huge set of images out of which we want to find a subset of similar images. The solution results in an image-based item-item recommender system that can be used for example in online-shops. …

Recommendations

9 min read

Effortlessly Recommending Similar Images
Effortlessly Recommending Similar Images
Recommendations

9 min read

Maciej D. Korzec

Maciej D. Korzec

45 Followers

Data Science Enthusiast, Product Management Devotee and Mathematician at Heart

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