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MLOps podcast #224 with Verena Weber, Generative AI Consultant at Verena Weber, GenAI in Production - Challenges and Trends.
Verena Weber, a self-employed generative AI consultant, shares her extensive experience in guiding companies through their AI integration journey. Verena emphasizes the importance of starting with a basic architecture and strategy before moving on to more complex aspects like governance and adoption. She advocates for a cautious approach towards adopting cutting-edge technologies, especially for companies new to AI. Verena stresses that the initial focus should be on defining the problem clearly and then finding the simplest possible solution that addresses it. This approach not only helps in benchmarking performance against more complex solutions but also considers the long-term maintenance and cost-effectiveness of the AI systems implemented. Throughout the discussion, Verena underscores the value of practicality over novelty in technological adoption, ensuring that companies focus on effective, sustainable growth rather than just innovation for its own sake.
// Abstract
The goal of this talk is to provide insights into challenges for Generative AI in production as well as trends aiming to solve some of these challenges. The challenges and trends Verena see are:
Model size and moving towards mixture of experts architectures
context window - new breakthroughs for context lengths
from unimodality to multimodality, next step large action models?
regulation in form of the EU AI Act
Verena uses the differences between Gemini 1.0 and Gemini 1.5 to exemplify some of these trends.
// Bio
Verena leverages GenAI in natural language to elevate business competitiveness and navigate its transformative impact. Her varied experience in multiple roles and sectors underpins her ability to extract business value from AI, blending deep technical expertise with strong business acumen. Post-graduation, she consulted in Data Science at Deloitte and then advanced her skills in NLP, Deep Learning, and GenAI as a Research Scientist at Alexa team, Amazon. Passionate about gender diversity in tech, she mentors women to thrive in this field.
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// Related Links
Website: verenaweber.de
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Негізгі бет Ғылым және технология Practical Approaches to AI Adoption // Verena Weber // MLOps podcast
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