From efb2fe5a327c41c08aeb2d138310a44b0084d707 Mon Sep 17 00:00:00 2001 From: Shreya Shankar Date: Mon, 3 Jun 2024 11:58:49 -0700 Subject: [PATCH] Add keynote address --- index.html | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/index.html b/index.html index 2971dd4..d2ff9ae 100644 --- a/index.html +++ b/index.html @@ -74,8 +74,9 @@

9:00am - 10:00am
Opening Remarks and Keynote Address
- Speaker: Juliana Freire (New York University)

- + Empowering Users with AI: The Role of AutoML and Data Discovery in Data-Driven Exploration
+ Keynote Speaker: Juliana Freire (New York University)
+

Artificial Intelligence (AI) is reshaping data-driven exploration. In this talk, we will explore how AutoML and data discovery enhance human capabilities. We present AlphaAutoML, an open-source Python library designed to support a wide range of machine learning tasks across various data types. AlphaAutoML combines deep reinforcement learning and meta-learning to effectively construct pipelines over a large collection of primitives. It seamlessly integrates AutoML within the data science lifecycle through an ecosystem of tools that facilitate user-in-the-loop tasks, such as selecting suitable pipelines and customizing these pipelines for complex problems. Additionally, we will discuss the emerging field of dataset search, a critical component of data-centric AI. We will review the opportunities it creates to enrich analytics and improve machine learning models, and present methods that support discovery in large dataset collections.


10:00am - 10:30am
Break