Machine Learning: Research to Production

In this talk we’ll examine the challenges, disappointments and rewards of taking promising research work, applying it to the problem at hand and building production systems that serve real customers. We’ll take a journey through the processes of demystifying research papers, performing structured experiments, laying resilient data pipelines and assembling scalable production systems.