Menglin Cao, Senior VP and Head of AI and NLP Model Development at Wells Fargo, discusses the central role of data science in fintech and financial services, and best practices for success.

Menglin Cao | Data science in fintech and financial services

Leading women in data science share their work, advice, and lessons learned along the way. Hear how data science is being applied and having impact across domains— from healthcare to finance to climate change and more. Hosted by Professor Emerita Margot Gerritsen from Stanford University and Chisoo Lyons, Chief Program Director of Women in Data Science Worldwide.

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Listen to Karin Golde, a linguistic expert and AI entrepreneur, as she discusses the rise of large language models (LLMs) and the impact of ChatGPT. Karin reflects on the unexpected popularity of LLMs and the role of OpenAI. The challenges and limitations of LLMs are discussed, including the need for human understanding emphasizing the need for diverse perspectives and cultural understanding in AI development. Karin shares her personal experience of using LLMs and highlights the importance of balancing innovation with regulation in the AI industry. Karin concludes the podcast sharing about her career journey and her recent transition to working as an independent consultant. She offers advice for women considering leadership roles and emphasizes the importance of thinking broadly about one's place in an organization.

The Power of Linguistics in Large Language Models and AI

Margot Gerittsen speaks with Colleen Farrelly, Mathematician at Post Urban Ventures and Author of The Shape of Data: Geometry-Based Machine Learning and Data Analysis in R. Colleen is known for network science, topological data analysis, and geometry-based machine learning.  This podcast covers the challenges and rewards of interdisciplinary work and her journey in the discipline of data science.

Applying topological data analysis and geometry-based ML

Listen to the incredible and inspiring journey of Avalon Baldwin’s career journey. A self-described data nerd, she was not only the first in her family to attend college, she went on to get a graduate degree. Today she is an entrepreneur running her own consulting company. In conversation with Chisoo Lyons, Avalon shares how curiosity, mentorship, and coaching made a difference in her life.

Using Curiosity, Mentorship, and Education to Build a Career

In this episode, Margot Gerittsen speaks with Kim Grauer. Kim is the Director of Research at Chainalysis, where she examines trends in cryptocurrency economics and crime. Listen as she talks about her obsession with fighting fraud in the cryptocurrency market.

Fighting Crypto Crime with Data Science

Michelle Katics, CEO and co-founder of BankersLab, emphasizes the significance of merging technical, business, and soft skills in risk management training. She stresses the value of simplifying complex ideas through storytelling and encourages women to engage in data science and entrepreneurship. Additionally, Katics highlights her involvement in volunteer work, urging collaboration and diversity to foster innovation and success.

Menglin Cao | Data science in fintech and financial services

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