A journey to deploy real-time embedded models
Details
Not so long ago, DataDome's data science team deployed a real-time classification model to detect malicious bots which now blocks millions of previously undetected attacks. Along the way they faced a lot of challenges like ensuring a seamless feature evolution, scaling the training process, or automating our training pipeline. In this talk, they will share with us their journey full of challenges and questioning.
⏰ Schedule
- 18h30 - 19h00: Welcome & Introduction 👋
- 19h00 - 19h45: Talk 🎙
- 19h45 - 20h00: Q&A Session 🙋♀️
- 20h00 - 21h30: Cocktail & Networking 🥂
🎙 About the speakers
Konstantina Kontoudi is leading the Data Science activities at DataDome. Her activities focus on applying Machine Learning and Data Mining algorithms to cybersecurity. She holds a Pd.D. in Theoretical Physics and has worked as a Software Engineer and Data Scientist for five years in the financial and automotive industry before joining Datadome.
Florent Pajot is a Machine Learning Engineer in the DataDome’s Data Science team. Along with supporting Machine Learning R&D efforts for online fraud detection, he also focuses on MLOps topics to enhance DataDome’s capabilities for deploying Machine Learning in production. Before joining DataDome he worked in the e-commerce industry and automotive industry as a Data Scientist and team manager. He holds a Master’s Degree in Engineering and a Master’s Degree in Management specialized in innovation management.
🙌 Sponsors
Criteo is the global commerce media company that enables marketers and media owners to drive better commerce outcomes. Its industry leading Commerce Media Platform connects 22,000 marketers and thousands of media owners to deliver richer consumer experiences from product discovery to purchase. By powering trusted and impactful advertising, Criteo supports an open internet that encourages discovery, innovation, and choice.
DataDome is a fast-growing tech scale-up, leading the bot protection industry from New York, Paris, and Singapore. DataDome’s online fraud & bot management solution offers full protection—across mobile applications, websites, and APIs—in real time against online fraud, including web scraping, account takeover, layer 7 DDoS, and payment fraud.We’re proud to protect more than 200 clients, including TripAdvisor, The New York Times, Footlocker, Hanes Brands, Carrefour, BlaBlaCar, Rakuten, Veepee, Adevinta and many others.
nibble is a technology player in the MLOps space helping organisations scale their data-heavy algorithmic initiatives (AI/ML and the likes) with a mix of service and in-house software solutions.
🤩 Audience
This is a meetup for data professionals who want to push forward the productionization of machine learning development within their organizations: data scientists, data engineers, software and devops engineers, data project/product managers...
👋 Contact
For any inquiries, please contact [florent@nibble.ai](http://mailto:florent@nibble.ai)