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Papers


ChatBot Application Guidelines
Building a modern LLM-powered chatbot application is a complex process that is focused not only on making calls to a model via a user interface. Today, production-ready systems require a robust architecture that includes observability, traceability, configuration management, security controls, and continuous health monitoring. Many teams underestimate these foundational components, focusing solely on prompts or model selection — and as a result, face unpredictable issues, sec

Kostiantyn Isaienkov
Dec 1212 min read


Skills you need to start a career in Data Science
Starting a new career in any domain is always challenging and exciting. In the field of data science, it is even more stressful and...

Kostiantyn Isaienkov
Jun 12, 20245 min read


Large language models usage strategies
Let's imagine you decided to use the Large Language model in your application. And immediately after taking this decision, you got a lot...

Kostiantyn Isaienkov
Aug 24, 20235 min read


How to use OpenAI API in Python
Today everyone is familiar with the abilities of the ChatGPT. It provides a wide range of features for solving machine learning tasks and...

Kostiantyn Isaienkov
Aug 22, 20233 min read


Common mistakes in interview test for Data Science position
Testing coding skills is a mandatory part for many companies during the hiring procedure. Data Science interview test usually contains a...

Kostiantyn Isaienkov
Jun 14, 20237 min read
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