Первая пачка докладов с конференции MLREPA 2021!!! Доклады н | LeanDS

Первая пачка докладов с конференции MLREPA 2021!!!

Доклады на английском . Первый трек — менеджерский, второй инженерный. Доклады выложили на отдельном англоязычном канале для простоты нерусскоязычных слушателей.

MANAGEMENT TRACK

What is the Maturity Model in Data science?
Yuliya Rubtsova




AI development process: Common mistakes
Kseniia Melnikova




The 3 components your “Agile AI” product development stack should include
Ashley Beattie




Structuring machine learning projects
Yerzat Marat , Knowtions Research, Project manager




ENGINEERING TRACK

DVC: data versioning and ML experiments on top of Git
Dmitry Petrov, Creator of DVC, Co-founder & CEO @ Iterative.ai




Eliminate technical debt with iterative ML pipelines
Hamza Tahir, ZenML, Co-creator




How to create your MLOps environment following best practices
MOHAMED SABRI, Data Science and MLOps specialist




Moving from prototype to production
Alexander Mokryak, ML Engineer @ Exness




Reducing the distance between Prototyping and Production
Soumanta Das




Building ML Pipelines with Dagster: The role of the orchestrator in machine learning
Sandy Ryza




Workflow & MLOps for batch scoring applications with DVC, MLflow and Airflow
Mikhail Rozhkov