Vladimir Osin

As an Engineering Lead with 7 years of experience, I specialize in projects that involve machine learning, software engineering, and cloud infrastructure. I am known for my practical and result-oriented approach, guiding customers through the entire lifecycle of data-driven projects, from requirement definition to production deployment and operations. My expertise lies in bridging the gap between innovative technologies and real-world applications, ensuring successful project outcomes. With a strong focus on delivering tangible results, I am skilled in leading end-to-end project execution, leveraging my deep understanding of machine learning, software engineering, and cloud technologies. My dedication to driving innovation and my ability to effectively collaborate with cross-functional teams make me an asset in delivering data-driven solutions that meet business goals.

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Sessions

11-30
10:55
30min
Taming the Machine: Basics of ML Models Training and Inference Optimization
Vladimir Osin

In this talk, we will delve into the various techniques and tools for ML model optimization during both training and inference stages. We will trace the journey of an ML model from its beginnings in a Jupyter notebook to its final deployment with a high-performance inference runtime. Along the way, valuable insights will be shared that you can seamlessly incorporate into your own workflow.

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