Rational Machine Learning & Software Engineer with 8+ years of experience in Custom ML projects, Computer Vision projects for Smart Cities including AIoT and on-premise solutions. I help companies build AI pipelines and MLOps platforms to provide a stable stream of value for their clients.Some examples include: - Architecture inference engine module for a product running advanced video analytics for SmartCity use cases of 100X streams in real-time.- Helped a team of 10 engineers to become better at learning and at managing complexity by leveraging fundamentals of Continuous Delivery that created a capability of responding to market demands in weeks instead of months.- Reduced latency by 4X of deep neural network Object Detection models for Nvidia Jetsons and Nvidia Server’s GPUs by using advanced profiling techniques. Those models are currently serving 100M+ inferences per day in production.Having a strong background in Deep Learning I help- build and curate datasets- develop, train, and optimize models- release models to production following the best practices of MLOps.From my experience of building ML products and from somehow extensive yet still emerging literature about building AI systems I know that ML/DL models are an important core of a system, but 90%+ code is concentrated in the supporting infrastructure.And here comes the second pillar of my expertise: software engineering.Having a strong background in software engineering I know that a good trade-off between features throughput and quality is to have both parameters set to high. The good news is that the modern best practices, such as DevOps, and Continuous Delivery, allow it.🚀 I’m looking for applying a consciously rational, scientific style of thinking to solve problems and building better software faster. Check out basic principles in David Farley’s “Modern Software Engineering”. 🧠 For personal knowledge management, I rely on the ideas from Tiago Forte’s “Building Your Second Brain”. I love connecting with new people, give me a shout at https://twitter.com/dorozhkoa or here on LinkedIn!