Beschreibung des Angebots

This programme aims to introduce finance professionals into the potentially endless opportunities which arise when insights scientifically extracted from big data are empowering financial market participants.

Content:

• Introduction: Data Science
• Exploratory Data Analysis
• Multiple Linear Regression and Related Topics
• Models with Binary Dependent Variables
• Time-Varying Volatility and the Likelihood of Extreme
• Loss Events
• Smoothed Bootstrap
• Statistics with Python
• Introduction to Machine Learning
• Introduction to Python and ML Libraries
• Supervised Learning and Logistic Regression in Python
• Unsupervised Learning and K-Means in Python
• Neural Networks and Deep Learning
• Convolutional Neural Networks
• Recurrent Neural Networks and Long Short Term Memory
• Natural Language Processing
• Transformers
• Reinforcement Learning
• Data Centric AI
• AI Canvas