Ilya Katsov (@ikatsov) profile picture

Ilya Katsov

@ikatsov
linkedin.com/in/ilya-katsov-892749a4/
Joined February 2012
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Photo by Ilya Katsov (@ikatsov)Photo by Ilya Katsov (@ikatsov)
The second edition of "The Theory and Practice of Enterprise AI" is off the press! You can download the free PDF version from the book's website, and the hardcopy is available for purchase on Amazon. Free PDF: enterprise-ai-book.com/ Amazon: amazon.com/dp/B0C54H6C3R/
Image from Ilya Katsov (@ikatsov)
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I'm pleased to announce a new book - The Theory and Practice of Enterprise AI enterprise-ai-book.com/
Image from Ilya Katsov (@ikatsov)
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Customer2Vec: Representation Learning for Customer Analytics and Personalization - blog.griddynamics.com/custom…
Item2Vec: Representation learning for customer analytics

Item2Vec: Representation learning for customer analytics

We focus on the learning of useful semantic representations (embeddings) for products and customers using neural networks. We show that many of these representation learning tasks can be efficiently...

griddynamics.com
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Deep Reinforcement Learning for Supply Chain and Price Optimization - blog.griddynamics.com/deep-r…
Deep Reinforcement Learning for Supply Chain and Price Optimization

Deep Reinforcement Learning for Supply Chain and Price Optimization

A hands-on tutorial that describes how to develop reinforcement learning optimizers using PyTorch and RLlib for supply chain and price management.

griddynamics.com
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A Guide to Dynamic Pricing Algorithms - blog.griddynamics.com/dynami…
Dynamic Pricing Algorithms using Reinforcement Learning

Dynamic Pricing Algorithms using Reinforcement Learning

Deep dive into dynamic pricing algorithms using reinforcement learning and Bayesian inference ideas to build dynamic pricing systems based on business needs

griddynamics.com
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New eBook on Machine Learning Applications in Marketing - algorithmicweb.wordpress.com…
Book

Book

Artificial Intelligence for Marketing Operations

algorithmicweb.wordpress.com
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Data Mining Problems in Retail wp.me/p25MtZ-es

Data Mining Problems in Retail

Retail is one of the most important business domains for data science and data mining applications because of its prolific data and numerous optimization problems such as optimal prices, discounts,…

highlyscalable.wordpress.com
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In-Stream Big Data Processing wp.me/p25MtZ-da
In-Stream Big Data Processing

In-Stream Big Data Processing

The shortcomings and drawbacks of batch-oriented data processing were widely recognized by the Big Data community quite a long time ago. It became clear that real-time query processing and in-strea…

highlyscalable.wordpress.com
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Distributed Algorithms in NoSQL Databases wp.me/p25MtZ-aT
Distributed Algorithms in NoSQL Databases

Distributed Algorithms in NoSQL Databases

Scalability is one of the main drivers of the NoSQL movement. As such, it encompasses distributed system coordination, failover, resource management and many other capabilities. It sounds like a bi…

highlyscalable.wordpress.com
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Speeding Up Hadoop Builds Using Distributed Unit Tests wp.me/p25MtZ-aW
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Fast Intersection of Sorted Lists Using SSE Instructions wp.me/p25MtZ-8k
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Probabilistic Data Structures for Web Analytics and Data Mining wp.me/p25MtZ-7y
Probabilistic Data Structures for Web Analytics and Data Mining

Probabilistic Data Structures for Web Analytics and Data Mining

Statistical analysis and mining of huge multi-terabyte data sets is a common task nowadays, especially in the areas like web analytics and Internet advertising. Analysis of such large data sets oft…

highlyscalable.wordpress.com
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NoSQL Data Modeling Techniques wp.me/p25MtZ-4A
NoSQL Data Modeling Techniques

NoSQL Data Modeling Techniques

NoSQL databases are often compared by various non-functional criteria, such as scalability, performance, and consistency. This aspect of NoSQL is well-studied both in practice and theory because sp…

highlyscalable.wordpress.com
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