Program overview
- Type of courseBerufsorientierte Weiterbildung
- DegreeDiplom / Abschluss des Anbieters Das Zertifikat CFDS wird erfolgreich absolvierten Prüfung und Präsentation der Projektarbeit verliehen. Das internationale Zertifikat wird von AZEK und der Deutschen Vereinigung für Finanzanalyse und Asset Management DVFA vergeben.
- Course languageEnglisch
- Time commitmentShort programme (< 200 hours or < 20 days), Part-time
- Duration
5 Months
Study time approx. 145 hours
What the program looks like
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
Admission
Target Group
- Data Analytics
- Data Management
- Risk Management
- Marketing/Sales
- Trading
- Compliance/Regulation
- IT
- interface product management/project management and IT
Costs
CHF 7'000.-