šŖ Machine Learning in the cookie-less era with Uri Goren
Apr 18, 2024
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Uri Goren, CEO of Argmax, discusses the future of digital advertising post-cookies era. Topics include challenges in personalized ads, shift to contextual features, and predictions for AI/ML. They explore maintaining privacy and regulatory impacts on user identification methods.
The podcast explores the impact of privacy regulations on digital advertising, pushing ML practitioners to innovate without cookies.
ML professionals are adapting to the cookie-less era by focusing on contextual features and personalized recommendations.
Deep dives
The Shift Towards a Cookie-less Future and Privacy Concerns
The podcast discusses the global trend towards a cookie-less future driven by privacy regulations like GDPR and CCPA. With restrictions on user identification, particularly affecting the advertising industry, the impending changes raise challenges and opportunities for ML practitioners. The advancement of deep learning and language models amidst increasing privacy regulations marks an intriguing period for ML in advertising.
Understanding Cookies and Their Role in User Identification
The podcast explains cookies as identifiers used by websites to recognize returning users and facilitate various functions like login credentials and shopping cart details. It highlights the dual nature of cookies in enhancing user experience while also enabling targeted advertising. The impending decline of third-party cookies signals a shift towards greater privacy protection for users.
ML Strategies Post-Cookies Era: Leveraging Context and Content Analysis
In the absence of traditional user identification tools like cookies, ML professionals are exploring alternative strategies focusing on contextual and content-based analysis. By emphasizing understanding user intent, content relevance, and context, ML can pivot towards personalized recommendations without relying on user-specific identifiers. The podcast emphasizes the evolving landscape of AI and ML applications post the era of cookies.
In this episode, I chatted with Uri Goren, founder and CEO of Argmax, about Machine Learning and the future of digital advertising in a world moving away from cookies due to privacy laws like GDPR and CCPA. We chat about challenges in maintaining personalized ads while respecting user privacy, and new methods like probabilistic models and contextual features to cover some of the gap left by removing cookies.
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Timestamps:
00:00 Introduction
00:35 The Rise of Privacy Regulations
1:40 The Impact of Losing Cookies
2:48 Understanding Cookies
4:33 Reasons for the Decline of Cookies
8:47 ML Leveraging Cookies in Advertising
10:32 The Shift to Contextual Features
12:53 The Future of ML without Cookies
15:23 New and Old Ways of Generating Contextual Features
20:33 Regulatory Conspiracies
22:33 Unsolved Problems in ML and AI
24:39 Predictions for the Next Year in AI and ML
26:17 Controversial Take: Overuse of LLMs
28:03 Recommendations
ā”ļø Uri Goren on LinkedIn ā https://www.linkedin.com/in/ugoren/
š Check Out Our Website! https://dagshub.com
Social Links:
ā”ļø LinkedIn: https://www.linkedin.com/company/dagshub
ā”ļø Twitter: https://twitter.com/TheRealDAGsHub
ā”ļø Dean Pleban: https://twitter.com/DeanPlbn
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