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Building a Security Analytics Platform using Federated Machine Learning
Aug 28, 2025
In this talk you will learn about how federated machine learning is applied for anomaly detection within applications deployed on VMWare. Dennis Ramdass is a Director of Engineering in the Advanced Technology Group at VMWare ✅ Connect with Dennis: https://www.linkedin.com/in/dennis-ramdass-98425718/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/
Keras: Deep Learning Made Easier - Divya Sreepathihalli
Aug 28, 2025
In this talk you will learn about the latest updates with the Keras deep learning project at Google. Divya Sreepathihalli is an ML Engineer at Google Connect with Divya Sreepathihalli on Linkedin: https://www.linkedin.com/in/divyashreess/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/
Machine Learning at Tubi: Powering Free Movies, TV and News for All - Jaya Kawale
Aug 28, 2025
Tubi is an advertiser based video on demand (AVOD) service that allows users to watch content available online for free with ads. There are three key pillars in an AVOD service, namely, content, audience and ads. These three pillars necessitate the application of Machine Learning to help improve the overall product. In this talk, I will present some of the lessons learned and unsolved challenges in productionizing large scale recommender and content understanding systems. Jaya Kawale is the VP of Engineering at Tubi, leading all the Machine Learning efforts at the company. She did her PhD in Computer Science from the University of Minnesota on Graph based approaches for spatio-temporal datasets. Her thesis won several awards including the "Explorations in Science through Computation" award presented at the Super Computing conference. She has published several papers in top tier conferences and has authored several patents. In the past, she has worked at Netflix, Adobe Research, Microsoft Research and Yahoo Research. ✅ Connect with Jaya: https://www.linkedin.com/in/jayakawale/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/
Data Science Recruitment Market
Aug 28, 2025
In this talk, you will learn about the current state of the Data Science Hiring market in the US and globally. The panelists have a combined experience of over 40 years in industry within the hiring and technology space. Abdel Tefridj is the Chief Product and Technical Officer at Data Bid Machine and has held several leadership positions at leading technology firms such as The Home Depot and Career Builder Marcus Sawyerr is the Founder/CEO of EQ Community, an online platform for diversity recruiting at scale. He has held several leadership positions in top technical firms such as Adecco Group and Career Builder Khalifeh Al Jadda is a Director of Data Science at Google and the founder of the Southern Data Science Conference ✅ Connect with Abdel: https://www.linkedin.com/in/abdel-tefridj-innovation/ ✅ Connect with Marcus: https://www.linkedin.com/in/marcus-sawyerr-593a716/details/experience/ ✅ Connect with Khalifej: https://www.linkedin.com/in/khalifeh-al-jadda-ph-d-929a5020/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/
Computational Jobs Marketplace - Liangjie Hong
Aug 28, 2025
In this talk, you will learn all the machine learning that needs to take place to get great recommendations in an online marketplace. In this case, the focus is the jobs marketplace at LinkedIn that can have hundreds of thousands of jobs to millions at any given time. The talk covers • Online Jobs Marketplace • Optimizing Hiring Outcomes • Computational Jobs Marketplace Liangjie Hong is a Director of Engineering AI at LinkedIn ✅ Connect with Liangjie: https://www.linkedin.com/in/liangjiehong/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/
From Model to Microservice - MLOps at Scale - Joshua Goldstein
Aug 28, 2025
In this talk you will learn how to easily package your ML models for deployment with the open source project Seldon Core. Deployment of ML models to production is not a trivial task so you will learn some best practices Joshua Goldstein is a Solutions Engineer at Seldon ✅ Connect with Joshua: https://www.linkedin.com/in/joshsgoldstein/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/
Embracing SQL in Data Science Workflows - Aaron Richter
Aug 28, 2025
While data scientists typically need SQL to retrieve datasets, often the interaction with the database stops there and data manipulation continues in Python or R. This talk presents the case for embracing SQL further down the tool chain in notebooks and even ML. Additionally, Aaron presents the SQL tools used at Squarespace for Python packages and Jupyter notebooks. Aaron Richter is a software developer with a passion for all things data. His work involves making sure data is clean and accessible, and that the tools to access it are at peak performance. Aaron is currently a data engineer at Squarespace, where he supports the company’s analytics platform. Previously, he built the data warehouse at Modernizing Medicine, and worked as a data science advocate at Saturn Cloud. He has given talks at several major data conferences, including PyData, Spark Summit, and ODSC. Aaron is based in NYC and holds a PhD in machine learning from Florida Atlantic University. ✅ Connect with Aaron: https://www.linkedin.com/in/rikturr/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/
Product Management & Data Science: A Love Story - Aditya Sthanunathan
Aug 28, 2025
Learn how product management and data science at The Home Depot came together to solve problems in small, empowered teams and ultimately grew to become bigger than the sum of their parts. Adi is obsessed about defining the next generation of e-commerce and is currently thinking about how retailers can build and deploy innovative solutions to customer problems at scale. Today, he leads a product organization at The Home Depot’s e-commerce team that is responsible for how customers browse and navigate the retailer's extensive product assortment. Prior to The Home Depot, Adi spent five years at Kearney, a global management consultancy, where he led teams that advised senior executives at global CPGs and retailers on their most pressing growth and profitability challenges. He caught the product bug during a secondment from Kearney when he co-founded Smilables, an infant smart-wearable company that helps parents more actively engage in their newborn baby’s development. Adi holds a Bachelor’s and Master’s degree in Industrial & Operations Engineering from the University of Michigan at Ann Arbor and currently lives in Atlanta, GA with his wife and two-year old daughter. ✅ Connect with Adi: https://www.linkedin.com/in/adityast/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/
Building AI Applications from Scratch in a Day with Data-centric AI
Aug 28, 2025
Data is crucial to the success or failure in any AI application across all domains. Building data applications is an iterative process one instead of a one time ordeal. Snorkel has done programmatic data labeling at scale which has overcome major hurdles in enterprise where expert data labeling teams could not be scaled. In this talk you will understand the impact to your enterprise AI applications that result from leveraging your in-house expertise to scale your data-labeling efforts. Braden Hancock is the co-founder and Head of Engineering at Snorkel AI ✅ Connect with Braden: https://www.linkedin.com/in/bradenhancock/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/