Effective ML & AI solutions
We build, engineer and run predictive software services and APIs using data science, machine learning and LLMs
Our software services and APIs
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›Demand planning & sale forecasting
- Software service for large e-commerce businesses and retail chains which uses machine learning to forecast sales and optimise stock distribution among retail stores and warehouses. Read case study →
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›Personalized product recommendations
- Personalized product recommender for e-commerce web sites which uses real-time Bayes nets to display relevant recommended products for e-shop visitors.
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›Price elasticity modeling
- Software service which automatically suggests product price movements to improve profit by using statistical price and demand elasticity models. Suitable for large e-commerce stores with large amounts of orders and page-views.
Custom client projects
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›Multi-label text tag prediction with LLMs
- Multi-class and multi-label prediction of tags for text data. We've performed finetuning of pre-trained Large Language Models to create a number of classifiers for prediction of various category tags and values. Read case study →
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›Binary text classification using LLMs
- We've performed benchmarking of statistical NLP approach compared to LLM fine-tuning approach for a task of short text binary classification.
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›Statistical sale likelihood model
- API for predicting likelihood of sales for products based on signals from related product items. Using signals such as availability, on-line user interactions and sales of distinct items, we can predict likelihood of sales for a chosen product.
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›Visual product search
- API for automatic product identification in end-user camera photos. Fast lookups in a database of hundreds of thousands of distinct products were implemented using coarse-to-fine image hash searches over a stack of increasing image resolutions.
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›Warehouse batch picking and routing optimisation
- API for computing optimal path routes for batch picking time optimisation in a retailer's warehouse, which is built on shortest path graph algorithms.
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›IoT real-time sensor data collection
- Custom embedded device backend development including full OS management, integrating custom sensor APIs, storing real-time sensor data and complete remote device Dev-Ops.
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›PPC Ad analytics
- UI and 3rd party API integrations to fetch, compute and display various PPC statistics and metrics. Data connectors to marketing platforms (Google, Facebook) and E-commerce on-line store and shipping solution platforms.
Some of our references
Testimonials
Martinus.sk
Private, retail client
Luvostore.com.au