Building Effective Products with Generative AI - Insights from LinkedIn

Overview

Dive into a thought-provoking podcast episode featuring Faizaan Charania, AI Product lead at LinkedIn, as he shares insights on building effective products with Generative AI. Explore Faizaan's approach to AI product development, starting from broad concepts and refining details with tech leads, while emphasizing the importance of a simplified MVP. Gain valuable knowledge on integrating generative AI, enhancing user experiences through LLMs, and navigating the challenges of feedback integration, user trust, and collaboration between product managers and AI teams. Learn about evaluating AI-driven experiences and the complexities in this dynamic field. Discover Faizaan's journey in machine learning, his transition to product management, and his current work on personalization and generative AI use cases for creators and conversations on LinkedIn. Benefit from discussions on technical aspects of working at LinkedIn, data strategy, ML implementation, shipping timelines, AI model costs, open-source considerations, and the democratization of AI tools. Gain insights into measuring ROI, addressing challenges when adding new AI features, and evaluating responses in AI-driven products.

Syllabus

[] Faizaan's preferred beverage
[] Takeaways
[] The Bollywood actor
[] Faizaan's in tech
[] Technical pieces to learn about before working at LinkedIn
[] Tech Team Data Strategy
[] Gradual vs. Advanced ML Implementation
[] Shipping on time
[] Thoughts on building products with AI
[] Push and pull mechanism
[] Costs and Choices with AI Models
[] AI ROI Evaluation
[] Thoughts on open source
[] Building Generative AI focus
[] Prompts and Anomalies
[] Where to have a human in the loop
[] Problem-driven AI Tool
[] Creator of AI generated post at LinkedIn
[] Product Impact on AI Democratization
[] Distinct signals to measure ROI
[] PMs learning AI while ML teams learn product
[] Gotchas seen when adding a new AI feature
[] Evaluation Challenges in Responses
[] Who's more confident?
[] Wrap up