API World + CloudX + DataWeek 2025: Full Schedule

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9:00am PDT

[Virtual] PRO WORKSHOP (DataWeek): Building a RAG System for Video Search and Analysis

Wednesday September 10, 2025 9:00am - 9:50am PDT

Elizabeth Fuentes Leone, AWS, Developer Advocate

This talk addresses the challenge of making video content searchable and analyzable using modern AI techniques. While text and image RAG systems are common, video presents unique challenges due to its multimodal nature combining visual frames and audio content.

Speakers

Elizabeth Fuentes Leone

Developer Advocate, AWS

As a Data Analytics and Machine Learning/Artificial Intelligence (ML/AI) Specialist, my mission is to break down complex concepts into easily understandable terms. I strive to develop innovative solutions that tackle real-world challenges effectively. By sharing my knowledge and experience... Read More →

Wednesday September 10, 2025 9:00am - 9:50am PDT
VIRTUAL DataWeek -- Main Stage

DataWeek

Talk Type PRO Workshop Day (Wed)
Tracks DataWeek, Data Science and Machine Learning (DataWeek), Data Engineering / Architecture and Streaming (DataWeek), Virtual
In-Person/Virtual Virtual

2:00pm PDT

[Virtual] PRO WORKSHOP (DataWeek): From Data to Insights in Minutes: Accelerating Business Growth with AutoML and LLM-Powered Data Prep

Wednesday September 10, 2025 2:00pm - 2:50pm PDT

VIRTUAL DataWeek -- Main Stage

Shailaja Sampat, Fujitsu Research of America, Senior Researcher

- Are you tired of manually processing large datasets in spreadsheets? 
- Have you considered using Machine Learning (ML) to automate your tasks but feel limited by your coding skills or time constraints?
 - Looking for ways to reduce the time spent in making your data AI-ready, despite your ML background?

If these challenges sound familiar, this session is for you!

Traditionally, building predictive models has required specialized coding and statistical expertise. Moreover, data professionals often dedicate over 80% of their time to the labor-intensive data-wrangling process- to prepare raw data for consumption by automated machine learning (AutoML) tools. To overcome these hurdles, we introduce AutoDW, an innovative data wrangler that utilizes the power of Large Language Models (LLMs) and sophisticated automation to facilitate the seamless preparation of AI-ready data. This session will demonstrate how the synergistic application of AutoDW and AutoML empowers users to rapidly develop predictive prototypes for their business use cases end-to-end without writing any code. Through step-by-step instruction and a live demonstration, attendees will witness AutoDW's intelligent data processing, observe AutoML's autonomous algorithm selection tailored to specific applications, and, most importantly, gain a comprehensive understanding of how to interpret the resulting predictive outputs.

#AutoML #DataWrangling #NoCodeML #FastMLPrototyping #DataDrivenDevelopment

Speakers

Shailaja Sampat

Senior Researcher, Fujitsu Research of America

Shailaja Sampat is a senior researcher in the AI lab at Fujitsu's research division in the USA. She earned her Ph.D. from Arizona State University, with a thesis focusing on the intersection of natural language processing and computer vision. Her current research spans autoML, data... Read More →

Wednesday September 10, 2025 2:00pm - 2:50pm PDT
VIRTUAL DataWeek -- Main Stage

DataWeek

Talk Type PRO Workshop Day (Wed)
Tracks DataWeek, Data Science and Machine Learning (DataWeek), Data Tools / Technology and Management (DataWeek), Virtual
In-Person/Virtual Virtual