Scale By the Bay 2021 intro video by Adarsa Sivaprasad

Scale By the Bay 2021 intro video by Adarsa Sivaprasad

Recording: Scale By the Bay 2021 intro video by Adarsa Sivaprasad

[Music] hello i am adarsha i am a data science consultant i build machine learning solutions for large scale platforms in product and platform development over the last decade ml and deep learning algorithms have come out of research or being proof of concepts into features and micro services from a product design point this means stepping up from data warehousing or dashboarding to being truly data centric by building in recommendation engines having knowledge graphs and involving intelligent learning systems there are two aspects of design here one designing the user experience for interacting with the ai keeping in mind the model explainability this is important around conversations on data privacy democratization and even visibility into biases for business developer and the user in context of reinforcement and unsupervised learning scenarios these implications go right from the architectural choices to the user interface the other aspect of designing for recommendation engines or reinforcement learning is using the ui ux to enable the statistical modeling not just the modeling also the automation of continuous dev deployment of deep learning models aspects such as a b testing mechanisms data quality how do we ensure write tags from the initial data collection stage ui designed for validating model output through right feedbacks such choices add a lot of value in the long run of the product at scale by the way i look forward to discussing these topics further with some specific use cases so see you then [Music]