The most terrible mistakes that make DS. Meeting at Avito office on April 24
Hello! Next week, on Tuesday, April 24, we invite Data Science specialists to a meeting that we will organize together with AI Community and AI Today. We will talk about the most terrible mistakes that make DS. We will discuss in detail CRISP-DM and Tips & Tricks, which can be used in the work. You will hear reports by Ivan Guz, Igor Slinko and Stanislav Gafarov. Register for a meeting and invite colleagues. Under the cutscene - abstracts, links to registration and video broadcasting of the mitap.
Typical errors at each stage of CRISP-DM and how to avoid them. Ivan Goose (Avito)
CRISP-DM helps to structure the research process and is very easy to understand and master. However, the apparent simplicity hides a large number of pitfalls that are not so obvious, and the collision with which often leads to the failure of DM projects. In his report, Ivan will talk about the many years of experience using CRISP-DM in Avito, the main mistakes that were made and how to deal with them. Top 10 errors will be presented, which students could easily remember and apply in their work.
Tips, Tricks and Hacks for Data Scientist. Igor Slinko
This report is a collection of tips that Igor made for himself while working as an ML specialist. At the meeting, he plans to talk about what mistakes await in solving the problem in ML, answer the question of how to keep up with the progress and tell what non-trivial methods will help in a week to make a project that was evaluated during the development years.
CRISP DM experience and how to avoid mistakes. Stanislav Gafarov (SberTech JSC)
In the report, we will consider the Crisp DM process, we denote the limitations of this process. Focus on business errors and data understanding. Let's talk about the "rake" associated with the preparation of data, creating a model, as well as rolling out the model into commercial operation. Well, in the end, let's talk about those involved in data science and possible growth areas.
18:45 - 19:15 - Collection of guests.
19:15 - 19:45 - Typical errors at each stage of CRISP-DM and how to avoid them. Ivan Goose (Avito).
19:45 - 20:15 - Tips, Tricks and Hacks for Data Scientist. Igor Slinko.
20:15 - 20:45 - Experience in the CRISP DM standard, and how to avoid mistakes. Stanislav Gafarov (SberTech JSC).
20:45 - ... - Informal communication at a nearby pub.
Passwords and appearances
Participation in the event is free, registration is required .
Address: Avito office, Lesnaya 7 .
The broadcast will be organized on the day of the meeting on our youtube channel AvitoTech . Subscribe to not miss anything!