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Summits & Workshops (Please note this is the 2023 agenda*) - GMT (Greenwich Mean Time, GMTZ)
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Summits & Workshops (Please note this is the 2023 agenda*) - GMT (Greenwich Mean Time, GMTZ)
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Fundamentals of Machine Learning in Finance Workshop
08:50 - 09:00
Workshop leader's welcome remarks
09:00 - 10:45
Introduction and unsupervised learning
- Machine learning vs statistics
- Different learning approaches and their applications
- The use of training, validation, and test data sets
- The variance-bias trade-off
- The k-means algorithm and case study
- Other unsupervised learning tools
10:45 - 11:15
Morning break & networking
11:15 - 13:00
Supervised learning
- Linear and logistic regression
- Ridge, lasso, elastic net. Case studies
- Support vector machines
- Decision trees and random forests
- Bagging and boosting; ensemble models
- Neural networks and the gradient descent algorithm
13:00 - 14:00
Lunch break & networking
14:00 - 15:20
Reinforcement learning
- Exploration vs exploitation
- Monte Carlo method
- Examples
- Temporal difference learning
- Deep Q-learning
- Applications
15:20 - 15:50
Afternoon break & networking
15:50 - 17:50
NLP and explainability
- Bag of words models
- Sentiment analysis
- Other applications of NLP, ChatGPT
- Importance of explainability
- Shapley values
- LIME
17:50 - 18:00
Workshop leader's closing remarks
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