API World + AI DevWorld

Learn how Ai enabled conversations are leading to better engagements withn Car Shoppers.

In a recent competition for predicting consumer credit risk, AutoAI beat 90% of the participating data scientists. In this talk, I will share the methodologies behind the development of AutoAI and how it accelerates time to value with data science projects. Come listen how a combination of Data Science patterns are combined with years of research to develop a tool that can choose the best possible machine learning model automatically for you.

Large scale distributed training has become an essential element to scaling the productivity for ML engineers.  Today, ML models are getting larger and more complex in terms of compute and memory requirements.  The amount of data we train on at Facebook is huge.  In this talk, we will learn about the Distributed Training Platform to support large scale data and model parallelism.   We will touch base on Distributed Training support for PyTorch and how we are offering a flexible training platform for ML engineers to increase their productivity at facebook scale.

AI/ML has become one of the hottest topics for many organizations, large or small. However, on the other side, despite the attention and sizable investment, only a small set of companies have been able to successfully bring machine learning from data scientists experiment to real production, at scale, to realize the true potential of Machine Learning. In this session, we will discuss the key challenges companies facing in ML deployment and exam the root causes. More importantly, we will discuss the solutions to help demystify ML development in enterprises.

We will present the evolution of application security automation and how Analytics specially AI / ML are being used to automate complex security decisions. Deploying and security application is very complex specially in public clouds. We show the journey of how to use visibility, orchestration, decision automation, and finally use automated canary deployments of different layers of application security and applications.