Automatic keyword extraction with machine learning for products filtering

Automatic keyword extraction with machine learning for products filtering

Filters are of great importance for online stores, the more closely the demand can be filtered by the consumer, the more likely he is to come across a product that interests him. Adding filters to products is often a time-consuming and tedious process, so store employees may not spend enough time on it or simply may not have it. In many stores the products are added quickly and there are no filters. My customer with a custom online store created by me with over 50,000 items is needed to add more filters so that users could better refine their searches and find products that interested them more easily. For this purpose, I developed with the help of machine learning keyword extraction from product descriptions in Bulgarian. These keywords were later used to automatically create filters. Site administrators have the option to remove filters from appearing if the filter does not seem appropriate to them or is duplicated by another. It took 15 minutes to generate the filters for 50,000 products. It would take the site staff an awful lot of time to do it by hand.

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Automatic products categorisation with machine learning

Automatic products categorisation with machine learning

A common problem in large online stores is the need for a product to be present in several categories. With staff turnover, it takes a long time for new employees to study the entire category structure of hundreds of categories. The lack of a product in the right categories reduces the likelihood that it will be noticed by the consumer and purchased. My client's site has over 450 categories and often employees do not add products where they should or do not add them in enough categories. That's why I developed an automatic categorization of products for his online store with the help of machine learning. The system is self-learning, training a model loading the descriptions of all products of all categories and is easy to integrate. When an employee writes the product description, he is automatically offered categories in which to add it. He can remove one or add more. The categories have a written probability of coincidence - the higher the higher the categorization. If you are interested, I can send a link to test the automatic categorization.

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Studio photography

Studio photography

Photos of our last photo session with model from Surprisemodelsmanagement

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Studio portrait photography

Studio portrait photography

We created those photos with interesting light in my studio in Varna.

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Monika for Intermodels agency

Monika for Intermodels agency

I took those cinematic photos of Monika in my studio

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Portraits of Radina Filipova

Portraits of Radina Filipova

I created beautiful portraits of Radina Filipova in my studio in Varna

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MARIKA MAGAZINE COVER

MARIKA MAGAZINE COVER

Our crew created editorial and cover story for Marika magazine

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Mihaela

Mihaela

Mihaela come to our photo studio in Varna for test photoshoot.

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Snezhanka

Snezhanka

We photographed in my studio in Varna model for Surprise model management agency

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Kristiyana Arsova

Kristiyana Arsova

Kristiyana Arsova was in my studio in Varna for a photo shoot. We created some very nice photos.

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Valeria

Valeria

We photographed Valeria for models agency Surprise model management

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Iga

Iga

We created advertisement images of jewels with Poland model Iga

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Raya at the beach

Raya at the beach

I photographed beautiful model Raya at the beach

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Martina for Intermodels

Martina for Intermodels

We photographed Martina in our studio in Varna for models agency Intermodels

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Yana with flowers for intermodels models agency

Yana with flowers for intermodels models agency

We photographed beautiful model Yana for Intermodels

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Anna for ivetfashion

Anna for ivetfashion

We photographed beautiful model Anna for modeling agency Ivet Fashion

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Darina for IvetFashion

Darina for IvetFashion

We photographed Darina for Ivet Fashion models agency

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Model test in Our studio

Model test in Our studio

For another year we are working with this amazing model

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Yana Barillo for Ivet Fashion by Rusalin Iliev

Yana Barillo for Ivet Fashion by Rusalin Iliev

Our team photographed Yana for Ivet Fashion

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Katerina Gancheva

Katerina Gancheva

Fashion editorial photosession

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Nicki Nedelcheva

Nicki Nedelcheva

photosession of Nicki Nedelcheva

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Raya for IvetFashion models

Raya for IvetFashion models

We photographed Raya for model agency Ivet Fashion at our photo studio in Varna

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Tatiana Sevchenko for Ivet Fashion

Tatiana Sevchenko for Ivet Fashion

We photographed amazing model Tatiana Sevchenko for model agency Ivet Fashion

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Monika and the summer

Monika and the summer

We photographed handmade swimwear with lovely model Monika on the rocks in Black sea

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White on white

White on white

Photographing white clothes on white background

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Studio lookbook photography

Studio lookbook photography

We photographed for one of our clients lookbook of clothes for his ecommerce website.

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Carbon made jewels photogtaphy

Carbon made jewels photogtaphy

I photographed jewels made of carbon for website and catalogue

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Interesting advertising photos of cocktails and drinks

Interesting advertising photos of cocktails and drinks

We played in our studio to photograph composite image of coffee with milk. Such images are suitable for interesting presentation of cocktails with many layers for advertisement banners, instagram, facebook and so on. For grabbing user attention in the first seconds.

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Materials for advertising

Materials for advertising

I took pictures of soap bubles for materials in advertisement backgrounds, banners website headers and so on. They always look good with interesting shapes and reflections.

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Photography of bottle wine

Photography of bottle wine

I photographed this bottle playing with light so I can create depth

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Ecommerce photography for online store

Ecommerce photography for online store

Photoshoot in our studio for ecommerse catalogue. Luxury Italian clothes for new online store.

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Photos of deodorant

Photos of deodorant

I tried to take an interesting photo of this deodorant. Using lights and shadows for more pleasant looking image.

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Cracks - Wartch advertisement

Cracks - Wartch advertisement

In our photostudio in Varna we created catching eye photos of watch. Suitable for hero website header or advertisement banners. Here are some color variations based on complimentary and harmonic color schemes.

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I AM YOUR FATHER

I AM YOUR FATHER

We created pictures of perfume BOOS suitable for advertisement. We tried to create filling for something luxury and mysterious, with interesting lighting and bold colors.

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Ecommerce splash photography

Ecommerce splash photography

Photographing a product for advertisement can be difficult process when things come to falling into liquid objects. This is the result of our last studio shoots. The picture of the splashing milk is composite of 14 photos it took us 3hr and 165 frames shooting and 4hr retouching work.

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Advertisement photos of perfume

Advertisement photos of perfume

Two photos from our last photoshoot in out studio in Varna Bulgaria

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