{"version":"1","chapters":[{"title":"Introduction to Learning from Machine Learning ","startTime":0,"endTime":20},{"title":"Maarten Grootendorst Introduction","startTime":20,"endTime":54},{"title":"Career Background","startTime":54,"endTime":149},{"title":"Background in Psychology","startTime":149,"endTime":255},{"title":"What attracted you to machine learning?","startTime":255,"endTime":325},{"title":"What were the first skills you needed to learn?","startTime":326,"endTime":439},{"title":"What is BERTopic? What is the power of Topic Modeling?","startTime":439,"endTime":587},{"title":"What was the goal of the initial package and how has it changed?","startTime":587,"endTime":770},{"title":"Benefits of BERTopic","startTime":770,"endTime":807},{"title":"Why is it so difficult to evaluate a topic model?","startTime":807,"endTime":975},{"title":"The challenge of assigning ground truth","startTime":975,"endTime":1013},{"title":"What are some of the most unique use-cases of BERTopic?","startTime":1013,"endTime":1127},{"title":"What are the techniques to find new clusters over time?","startTime":1127,"endTime":1178},{"title":"What was one of the most challenging things you faced developing BERTopic?","startTime":1178,"endTime":1462},{"title":"What is the psychology of APIs?","startTime":1462,"endTime":1753},{"title":"What's an important question that you believe remains unanswered in Machine Learning?","startTime":1753,"endTime":1891},{"title":"Exciting year for natural language processing","startTime":1891,"endTime":1929},{"title":"How has the field changed since you started working in the industry?","startTime":1929,"endTime":2071},{"title":"How can generative models effect Topic Modeling and BERTopic?","startTime":2071,"endTime":2229},{"title":"Is there a gap between the hype and reality of these generative models?","startTime":2229,"endTime":2364},{"title":"ChatGPT","startTime":2364,"endTime":2499},{"title":"Interaction between Humans and Machines","startTime":2499,"endTime":2607},{"title":"Are there any people in the field that inspire you?","startTime":2607,"endTime":2839},{"title":"Sharing your Data Science work with others","startTime":2839,"endTime":3057},{"title":"Learning from Machine Learning","startTime":3057,"endTime":3069},{"title":"What's advice have you received that has helped you on your ML Journey?","startTime":3069,"endTime":3279},{"title":"Revisiting the problem","startTime":3279,"endTime":3399},{"title":"What advice would you give someone just starting out in the field?","startTime":3399,"endTime":3585},{"title":"What advice would you give yourself when starting out?","startTime":3585,"endTime":3764},{"title":"What has a career in machine learning taught you about life?","startTime":3764,"endTime":3999},{"title":"Wrap up and how to reach Maarten Grootendorst","startTime":3999,"endTime":4049},{"title":"Conclusion","startTime":4049,"endTime":4080}]}