110 subscribers
התחל במצב לא מקוון עם האפליקציה Player FM !
Emerging Topics Community: Return to Trees, Part 4: Gradient Boosting Machines
Manage episode 415704769 series 30328
In the final episode of this mini-series, Shea and Anders cover the other common tree-based ensemble model, the Gradient Boosting Machine. Like Random Forests, GBMs make use of a large number of decision trees, but they use a “boosting” approach that cleverly makes use of “weak learners” to incrementally extract information from the data. After an explanation of how GBMs work, we compare them to Random Forests and go over a few examples where they have used GBMs in their own work.
191 פרקים
Manage episode 415704769 series 30328
In the final episode of this mini-series, Shea and Anders cover the other common tree-based ensemble model, the Gradient Boosting Machine. Like Random Forests, GBMs make use of a large number of decision trees, but they use a “boosting” approach that cleverly makes use of “weak learners” to incrementally extract information from the data. After an explanation of how GBMs work, we compare them to Random Forests and go over a few examples where they have used GBMs in their own work.
191 פרקים
כל הפרקים
×
1 Young Professional Advisory Council: Bring Passion to Your Career Journey 41:43

1 Long Term Care Section: We Learn from Experience! 28:13

1 Entrepreneurial & Innovation: Turning Modeling Headaches into an Actuarial Infrastructure Startup 34:47

1 Marketing & Distribution Section: Pensions Reimagined: Navigating Demographics and Innovation with Lilach Frenkel 22:58

1 Young Professional Advisory Council: Calculated Risks with Jing Lang - A Journey from Corporate Actuary to Entrepreneur 30:08

1 Emerging Topics Community: Climate Change: An introduction with Actuarial Considerations 13:33

1 Health Section: Professionalism – ABCD 24:33

1 Young Professional Advisory Council: Leadership Lessons from an Entrepreneurial-Minded Actuary 36:29

1 Health Section: Professionalism – Actuarial Communications 26:27

1 Long Term Care Section: The LTC Population Research Model 35:22

1 Marketing & Distribution Section: Actuarial Alliances: Navigating the Shifting Landscape of Partnerships 36:43

1 Actuary of the Future: Launching Your Actuarial Career: Si Xie 35:09

1 Emerging Topics Community: LLMs – Separating the Models From the Applications 19:31

1 Young Professional Advisory Council: African Perspective from World Actuaries 42:52
ברוכים הבאים אל Player FM!
Player FM סורק את האינטרנט עבור פודקאסטים באיכות גבוהה בשבילכם כדי שתהנו מהם כרגע. זה יישום הפודקאסט הטוב ביותר והוא עובד על אנדרואיד, iPhone ואינטרנט. הירשמו לסנכרון מנויים במכשירים שונים.